{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Hardware Platform Characterization"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Mid-2017 MacBook Pro laptop with an Intel Core i7-7920HQ processor\n",
      "LPDDR3-2133\n"
     ]
    }
   ],
   "source": [
    "CPUDescription=\"Mid-2017 MacBook Pro laptop with an Intel Core i7-7920HQ processor\"\n",
    "MemoryDescription=\"LPDDR3-2133\"\n",
    "print (CPUDescription)\n",
    "print (MemoryDescription)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Processor Characteristics\n",
    "Processor Frequency [GHz]<br/> \n",
    "Processor Cores<br/> \n",
    "Hyperthreads<br/> \n",
    "Vector Width [bits]<br/> \n",
    "Word Size in Bits [64 for double, 32 for single precision]<br/> \n",
    "FMA [2 for Fused Multiple Add, 1 otherwise] "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "ProcessorFrequency=3.7\n",
    "ProcessorCores=4\n",
    "Hyperthreads=2\n",
    "VectorWidth=256\n",
    "WordSizeBits=64\n",
    "FMA=2"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Main Memory Characteristics\n",
    "Data Transfer Rate [MT/s]<br/>\n",
    "Bytes Transferred per Access [Bytes]<br/>\n",
    "Number Channels<br/>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "DataTransferRate=2133\n",
    "MemoryChannels=2\n",
    "BytesTransferredPerAccess=8"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Theoretical Maximum Flops = 236.8 GFLOPS/s\n"
     ]
    }
   ],
   "source": [
    "TheoreticalMaximumFlops=ProcessorCores*Hyperthreads*ProcessorFrequency*VectorWidth/WordSizeBits*FMA\n",
    "print (\"Theoretical Maximum Flops =\",TheoreticalMaximumFlops, \"GFLOPS/s\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Theoretical Maximum Bandwidth (at main memory) = 34.128 GiB/s\n"
     ]
    }
   ],
   "source": [
    "TheoreticalMemoryBandwidth=DataTransferRate*MemoryChannels*BytesTransferredPerAccess/1000\n",
    "print (\"Theoretical Maximum Bandwidth (at main memory) =\", TheoreticalMemoryBandwidth, \"GiB/s\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Theoretical Machine Balance =  6.938584153774028 Flops/byte\n",
      "Theoretical Machine Balance =  55.50867323019222 Flops/word\n"
     ]
    }
   ],
   "source": [
    "WordSizeBytes=WordSizeBits/8\n",
    "TheoreticalMachineBalance=TheoreticalMaximumFlops/TheoreticalMemoryBandwidth\n",
    "print (\"Theoretical Machine Balance = \",TheoreticalMachineBalance, \"Flops/byte\")\n",
    "print (\"Theoretical Machine Balance = \",TheoreticalMachineBalance*WordSizeBytes, \"Flops/word\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "memroofs [21000.0, 9961.16, 1171.55, 224.08]\n",
      "mem_roof_names ['L1 Bandwidth', 'L2 Bandwidth', 'L3 Bandwidth', 'DRAM Bandwidth']\n",
      "comproofs [2801.24, 1400.26]\n",
      "comp_roof_names ['DP Vector FMA Peak', 'DP Vector Add Peak']\n",
      "AI [0.3608, 0.2106]\n",
      "FLOPS [41.3, 2.735]\n",
      "labels ['CloverLeaf w/OpenMP and Vectorization', 'CloverLeaf Serial']\n"
     ]
    }
   ],
   "source": [
    "smemroofs = [21000.0, 9961.16, 1171.55, 224.08]\n",
    "scomproofs = [2801.24, 1400.26]\n",
    "smem_roof_name = [\"L1 Bandwidth\", \"L2 Bandwidth\", \"L3 Bandwidth\", \"DRAM Bandwidth\"]\n",
    "scomp_roof_name = [\"DP Vector FMA Peak\", \"DP Vector Add Peak\"]\n",
    "AI = [.3608, .2106]\n",
    "FLOPS = [41.3, 2.735]\n",
    "labels = [\"CloverLeaf w/OpenMP and Vectorization\", \"CloverLeaf Serial\"]\n",
    "\n",
    "print ('memroofs', smemroofs)\n",
    "print ('mem_roof_names', smem_roof_name)\n",
    "print ('comproofs', scomproofs)\n",
    "print ('comp_roof_names', scomp_roof_name)\n",
    "print ('AI', AI)\n",
    "print ('FLOPS', FLOPS)\n",
    "print ('labels', labels)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
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Pw2q1Sh5TXl4eALhUe2azGd7e3i6NyWw2c1l7LM6T3DEdOHAA+fn5XI9p7969yM/P1/Q82X2yHpOSfqo8poMHDyI/P1/Ta4Q9J67Wnv14V8ZUUFCA2NhY7mpPz2tEQUEB3N3duR5Teno6rFbrTbGOOHr0KEpKShTXXl5eHkwmk6zzZDabYTKZJI/pzz//hMVicbn2srKyUF5efsMx2edMHmtPz2uE3POk1Zjs114tz5Pc9Z6a/VR1TGazGe7u7prOuWazGf7+/i7Vnv28uTKmvLw8xMTEcFd7el4jLl68iJKSEq7H9Mcffzj8aXWeWP43Iat+YrmOkHONOH/+vEPPldpLTExEUVGRS2NSHVEU6YfhT3h4uEhUZ//+/XqHUCd6xKeWT5a6SrTk2kqxU+vY+oIRckK9yV5Hjr1UG+pNZRghJ1rHqKY/HnpTizlTyvFGqEE94D0vNGey16L1LP8YISfUm+x1eFvPAjghqrjPRI/KEpoQGRmpdwh1okd8avlkqatES66tFDve64p3jJA/6k32OnLspdoYobZ4xgj50zpGNf3x0JtazJlK/BA2eM8fzZnstWg9yz9GyB/1Jnud+raepY07QhPst6Tyih7xqeWTpa4SLbm2Uux4ryveMUL+qDfZ68ixl2pjhNriGSPkT+sY1fTHQ29qMWcq8UPY4D1/NGey16L1LP8YIX/Um+x16tt6ljbuCE2wP4vOK3rEp5ZPlrpKtOTaSrHjva54xwj5o95kryPHXqqNEWqLZ4yQP61jVNMfD72pxZypxA9hg/f80ZzJXovWs/xjhPxRb7LXqW/rWdq4IwiCIAiCIAiCIAiCIAgOoY07QhPCw8P1DqFO9IhPLZ8sdZVoybWVYsd7XfGOEfJHvcleR469VBsj1BbPGCF/Wseopj8eelOLOVOJH8IG7/mjOZO9Fq1n+ccI+aPeZK9T39aztHFHaILFYtE7hDrRIz61fLLUVaIl11aKHe91xTtGyB/1JnsdOfZSbYxQWzxjhPxpHaOa/njoTS3mTCV+CBu854/mTPZatJ7lHyPkj3qTvU59W8/Sxh2hCZmZmXqHUCd6xKeWT5a6SrTk2kqx472ueMcI+aPeZK8jx16qjRFqi2eMkD+tY1TTHw+9qcWcqcQPYYP3/NGcyV6L1rP8Y4T8UW+y16lv69kGegdwsyAIwlAAQ/38/JCdnY38/HzHywzDw8NhsVgcJz4sLAxWqxWpqakAgNDQUABAcnIyACAkJAQmkwlJSUkAgKCgIHh5eSEhIQEA4O/vD19fX5w/fx4A4Ovri4CAAMTHx6O8vBze3t4ICgpCUlISrFYrvLy8EBwcjOTkZJSWlsLT0xOhoaFIS0uDxWKByWRCWFgYMjMzUVRUBHd3d0RERDjGAdg+haxkTOnp6UhNTeV2TGazWfPzlJiYiMjISOZjSk5ORkxMDJPaS0lJQUZGhqzzZDabZY2psLAQZ86ccan2zGazy2Mym81c1h6L8yR3TGfPngUArsdkP29anie7T9ZjUtJPlcd07tw5AND0GmHPiau1Zz/elTEVFBQgNjaWu9rT8xpRUFCAc+fOcT2mgoICxMXF3RTrCLPZzKT28vLyEB8fL+s8mc1mWWMqKCjAkSNHXK69goICmM3mG47J3sM81p6e1wi550mrMdnPm5bnSe56T81+qjoms9ms+ZxrNptdrj37eXNlTHl5eY45nKfa0/MaYYR1REFBgeO8aXWeWP43Iat+YrmOkHONyMnJceTEldorLCzEwYMHXRqT2giiKKrupD4REREhxsfH6x0Gd6SmpiIkJETvMGpFj/jU8slSV4mWXFspdlKOjYmJQa9evSTHczPDe18C1Jtq6Mixl2pDvakM6k1t/fHQm1rMmVKOp76sGd57k+ZM9lq0nuUf3vsSoN5UQ4e39awgCHGiKHaRFJAE6FFZQhOsVqveIdSJHvGp5ZOlrhItubZS7HivK94xQv6oN9nryLGXamOE2uIZI+RP6xjV9MdDb2oxZyrxQ9jgPX80Z7LXovUs/xghf9Sb7HXq23qWNu4ITbDfssoresSnlk+Wukq05NpKseO9rnjHCPmj3mSvI8deqo0RaotnjJA/rWNU0x8PvanFnKnED2GD9/zRnMlei9az/GOE/FFvstepb+tZ2rgjCIIgCIIgCIIgCIIgCA6hjTtCE+wvh+QVPeJTyydLXSVacm2l2PFeV7xjhPxRb7LXkWMv1cYItcUzRsif1jGq6Y+H3tRizlTih7DBe/5ozmSvRetZ/jFC/qg32evUt/UsbdwRBEEQBEEQBEEQBEEQBIfQxh2hCfbPMPOKHvGp5ZOlrhItubZS7HivK94xQv6oN9nryLGXamOE2uIZI+RP6xjV9MdDb2oxZyrxQ9jgPX80Z7LXovUs/xghf9Sb7HXq23qWNu4IgiAIgiAIgiAIgiAIgkNo447QhJCQEL1DqBM94lPLJ0tdJVpybaXY8V5XvGOE/FFvsteRYy/Vxgi1xTNGyJ/WMarpj4fe1GLOVOKHsMF7/mjOZK9F61n+MUL+qDfZ69S39Sxt3BGaYDKZ9A6hTvSITy2fLHWVaMm1lWLHe13xjhHyR73JXkeOvVQbI9QWzxghf1rHqKY/HnpTizlTiR/CBu/5ozmTvRatZ/nHCPmj3mSvU9/Wsw30DuBmQRCEoQCG+vn5ITs7G/n5+cjJyQEAhIeHw2KxIDMzEwAQFhYGq9WK1NRUAP/7Won9GeqQkBCYTCYkJSUBAIKCguDl5YWEhAQAgL+/P3x9fXH+/HkAgK+vLwICAhAfH4/y8nJ4e3sjKCgISUlJsFqt8PLyQnBwMJKTk1FaWgpPT0+EhoYiLS0NFosFJpMJYWFhyMzMRFFREdzd3REREeEYBwBERkYqGlN6ejp69uzJ7ZjMZjNGjx6t6XlKTEzE0KFDmY9p7969jliV1l5KSgr69esn6zwdP34c//jHPySPKS8vD0VFRS7VntlsxqhRo1wak9ls5rL2WJwnuWPaunUrOnbsyPWYNm3ahKioKE3P0969exEVFcV8TEr6qfKYtm/fjvbt22t6jfj+++8RFRXlcu3Zz5srYyooKEBsbCx3tafnNaKgoAAWi4XrMaWnpyMnJ+emWEccPXoU3bt3V1x7eXl5KCkpkXWezGYzHnjgAclj+vPPP5Gamupy7WVlZSE/P/+GY7LPmTzWnp7XCLnnSasx7dy5E1FRUZqeJ7nrPTX7qeqYzGYzBgwYoOmcazab8fjjj7tUe9u3b0dUVJRLY8rLy0NMTAx3tafnNeLixYvIyMjgekwXLlxw/F2r88TyvwlZ9RPLdYSca0RcXJyk2ktMTERycrJLY1IdURTph+FPeHi4SFRn//79eodQJ3rEp5ZPlrpKtOTaSrFT69j6ghFyQr3JXkeOvVQb6k1lGCEnWseopj8eelOLOVPK8UaoQT3gPS80Z7LXovUs/xghJ9Sb7HV4W88COCGquM9Ej8oSmhAUFKR3CHWiR3xq+WSpq0RLrq0UO97rineMkD/qTfY6cuyl2hihtnjGCPnTOkY1/fHQm1rMmUr8EDZ4zx/Nmey1aD3LP0bIH/Ume536tp6ljTtCE7y8vPQOoU70iE8tnyx1lWjJtZVix3td8Y4R8ke9yV5Hjr1UGyPUFs8YIX9ax6imPx56U4s5U4kfwgbv+aM5k70WrWf5xwj5o95kr1Pf1rO0cUdogv3ZcV7RIz61fLLUVaIl11aKHe91xTtGyB/1JnsdOfZSbYxQWzxjhPxpHaOa/njoTS3mTCV+CBu854/mTPZatJ7lHyPkj3qTvU59W8/Sxh1BEARBEARBEARBEARBcAht3BGa4O/vr3cIdaJHfGr5ZKmrREuurRQ73uuKd4yQP+pN9jpy7KXaGKG2eMYI+dM6RjX98dCbWsyZSvwQNnjPH82Z7LVoPcs/Rsgf9SZ7nfq2nqWNO0ITfH199Q6hTvSITy2fLHWVaMm1lWLHe13xjhHyR73JXkeOvVQbI9QWzxghf1rHqKY/HnpTizlTiR/CBu/5ozmTvRatZ/nHCPmj3mSvU9/Ws7RxR2jC+fPn9Q6hTvSITy2fLHWVaMm1lWLHe13xjhHyR73JXkeOvVQbI9QWzxghf1rHqKY/HnpTizlTiR/CBu/5ozmTvRatZ/nHCPmj3mSvU9/Ws7RxRxAEQRAEQRAEQRAEQRAcQht3hCbwdJtpTdDty+y16NEC/jFC/qg32evUt0cLjIgR8kePyrLVoUdljQHv+aM5k70WrWf5xwj5o95kr1Pf1rO0cUdoQkBAgN4h1Ike8anlk6WuEi25tlLseK8r3jFC/qg32evIsZdqY4Ta4hkj5E/rGNX0x0NvajFnKvFD2OA9fzRnstei9Sz/GCF/1JvsderbepY27ghNiI+P1zuEOtEjPrV8stRVoiXXVood73XFO0bIH/Umex059lJtjFBbPGOE/Gkdo5r+eOhNLeZMJX4IG7znj+ZM9lq0nuUfI+SPepO9Tn1bzzbQO4CbBUEQhgIY6ufnh+zsbOTn5yMnJwcAEB4eDovFgszMTABAWFgYrFYrUlNTAQChoaEAgOTkZABASEgITCYTkpKSAABBQUHw8vJCQkICANtniX19fR0vS/T19UVAQADi4+NRXl4Ob29vBAUFISkpCVarFV5eXggODkZycjJKS0vh6emJ0NBQpKWlwWKxwGQyISwsDJmZmSgqKoK7uzsiIiIc4wCAyMhIRWNKT09Hamoqt2Mym80ICwvT9DwlJiYiPDyc+ZiSkpJQXl7OpPZSUlIQFhYm6zzFxcWhcePGkseUl5eHM2fOuFR7ZrMZoaGhLo3JbDZzWXsszpPcMf32228oLy/nekxxcXEoLy/X9DzZfbIek5J+qjymM2fOoLy8XNNrhD0nrtae/XhXxlRQUIDY2Fjuak/Pa0RBQQHOnTvH9Zhyc3MRFxd3U6wj4uLiYDKZFNdeXl4e4uPjZZ0ns9kMf39/yWPKzc3FkSNHXK693NxcmM3mG47JPmfyWHt6XiPknietxmS/9mp5nuSu99Tsp6pjMpvN8PX11XTONZvNCA8Pd6n27OfNlTHl5eUhJiaGu9rT8xqRm5vL/ToiNzfXcd60Ok8s/5uQVT+xXEfIuUZkZmY6zoMrtZeXl4eDBw+6NCbVEUWRfhj+hIeHi0R1Tp06pXcIdaJHfGr5ZKmrREuurRQ7Kcfu379fRjQ3N7z3pShSb6qhI8deqg31pjKoN7X1x0NvajFnSjme+rJmeO9NmjPZa9F6ln9470tRpN5UQ4e39SyAE6KK+0z0qCyhCUFBQXqHUCd6xKeWT5a6SrTk2kqx472ueMcI+aPeZK8jx16qjRFqi2eMkD+tY1TTHw+9qcWcqcQPYYP3/NGcyV6L1rP8Y4T8UW+y16lv61nauCM0wX6bLa/oEZ9aPlnqKtGSayvFjve64h0j5I96k72OHHupNkaoLZ4xQv60jlFNfzz0phZzphI/hA3e80dzJnut+rieDQ4Oxu233653GC7DW/5qgnqTvU59W8/Sxh2hCVarVe8Q6kSP+NTyyVJXiZZcWyl2vNcV7xghf9Sb7HXk2Eu1MUJt8YwR8qd1jGr646E3tZgzlfipjwiC4PTTqFEjDB48GHfddReee+457Ny50/H+qKqMHTu2mn2TJk3QsWNHzJgxA4WFhXX6rqioQKtWrSAIAs6dO1fnsSUlJfD29obJZEJ2drbs8brKypUrIQgC1q1bB0DfOdMeS20/DRo0cNIKDg52/O2XX36pVfepp55yHPfll1/WetyVK1dwyy23QBAEPP3005LjB4BZs2bh/vvvd4q7cePGiIiIQHR0NNLT013SMRJ5eXlYsWIFHnroIdx+++3w9PSEt7c3/vGPf2D16tWwPXVYnatXr2L58uW455574OfnBy8vL7Rv3x6LFi1CSkpKrf5Wr16Ne+65B02aNMGtt96K3r17Y+fOnTUee+7cOcyePRvDhg1z9KAgCJLHKIoidu7ciejoaERFRWHgwIHw8PBAREQEpk6d6nhPm1SsVivWrFmD4cOHIzg4GB4eHmjcuDFat26NkSNHYtWqVSgpKXEcCwBlZWV19knlfgZsNSkIAt5+++1aY6jK9evXsXLlSvQ1dp+6AAAgAElEQVTv3x/+/v4wmUzw9/fHgAEDsGrVKpSVldWo8+STT9Z4rbzjjjvw+uuvo6ioqNZcTJo0Cc2bN6/1Ouxq7CyPVxP6OAWhCV5eXnqHUCd6xKeWT5a6SrTk2kqx472ueMcI+aPeZK8jx16qjRFqi2eMkD+tY1TTHw+9qcWcqcRPfWb27NkAgPLyciQkJCA3Nxdr167Fl19+iS5dumD9+vUIDw+v0Xb48OGIiooCAGRlZWH79u1477338N133+H48eNo1qxZjXZubm4YN24c5s6di5UrV2LRokW1xvftt9/i0qVLePjhh9GqVSuFo5UOD3PmnXfeiWHDhlX7vZubW41aDRo0wMqVK9GzZ89qNoWFhfjuu+/QoEEDlJWVwWQy1ep3w4YNsFgsEAQB3333HZYuXQofHx/J8QNA7969HfHk5uZi165d+Pjjj/HNN9/g+PHjjhft3wxs3LgREydORIsWLdC7d2+EhIQgKysLmzdvxrhx4/DTTz/h66+/drK5fv06evfujWPHjiEyMhJjxoyByWTC8ePHsWnTJuzbtw9HjhxBu3btnOwmT56MpUuXIiQkBC+88AJKS0vx9ddfY/Dgwfj000/xr3/9y+n4HTt2YN68eXB3d0d4eDgaNWqEa9euSR5jcXExBg8ejEaNGqFnz56444474Ovri3379mHx4sXYsGEDDh06hLCwMJc1z507h1GjRuHChQvw8fFBnz590Lp1a7i7uyMtLQ2//PILtmzZgjfeeAOZmZnValAQBLz11ls1anfq1MnlOKrqpqSkYNiwYfjtt98QGBiIIUOGIDAwEFlZWdixYwd2796NTz75BNu2bUOLFi1q1BkxYoQjhszMTGzbtg3vvPOO41rp7e3t5LOoqAhmsxlPP/003N3dZcfO+nhVUfMFevXxhz5OUTNZWVl6h1AnesSnlk+Wukq05NpKsZNyLL3Mtzq896UoUm+qoSPHXqoN9aYyqDe19cdDb2oxZ0o5nvpSFAGItv9U+h/2/GVlZYmPPPKICEAMCQkRs7OznY575plnRADi6tWrnX5vsVjE9u3biwDEOXPm1Ok/JSVFdHd3F/38/MRr167VelyPHj1EAOLPP/+sSV+uWLFCBCCuXbtWFEV950x7LOPHj3dJq2XLliIA8aGHHhI9PT3FwsLCascuW7ZMBCCOGDFCBCBOnz69Vt0uXbqI7u7u4rRp00QA4tKlSyXFL4qi+MYbb4gAxPnz5zv93mq1ir169RIBiM8995zj91r0ZsuWLcWwsDDV9Hfv3i3+8MMPYnl5udPv09PTHefo+++/d/rbV199JQIQBw4cWM1u0qRJIgBxwoQJTr//5ZdfRABi27ZtxaKiIsfvExMTRW9vb9HDw0NMSUlxsjl//rwYGxsrlpSUiKL4v5qRSmlpqbhw4UJHjdnroby8XBw/fryjDl0lLS1NDAwMFAGIU6ZMEa9cuVLtmIqKCvGnn34S77zzTief169fFwGI7u7uLvmqrSbtVK5ti8UiRkZGigDEcePGOfJm58qVK+KTTz4pAhA7d+7s9PesrCzxiSeecLqe2Ll8+bIYEREhAhDffvvtajGsW7dOBCBu377dpTHVFDvr40EfpyBuBuyfYeYVPeJTyydLXSVacm2l2PFeV7xjhPxRb7LXkWMv1cYItcUzRsif1jGq6Y+H3tRizlTih7Bhz19AQAA2btyIXr16ITU1FQsXLnTJvmnTpnjmmWcAAMePH6/z2JCQEAwaNAh5eXnYsmVLjcdcuHABhw4dQps2bdCvXz+n85ufn4/p06ejXbt28PDwgLe3N/r37489e/bU6nPDhg3o06cPmjVrBg8PD4SGhmLMmDE4efIkAKBHjx6YMGECgP89ThoYGAhBEJCWlubQKSoqwvTp09G2bVt4eHigWbNmGDRoEPbt21fN5549exyP5R07dgyDBw9Gs2bNEBgY6KSphKp1P2HCBJSWljo9HmhnxYoVCA0NRf/+/QGg1seazWYzTpw4gQEDBmDatGlo2LAhVqxYUatPqTRs2NCR66q1UlxcjIULF6Jz585o0qQJmjZtivvuu6/aXWoAcO3aNSxfvhwPPPAAbrvtNjRq1AjNmjVD//79sWvXLkkxrV27FiaTCR06dKjz0dQb0a9fPzz44IOOOyLttGjRAs8//zwAICYmxulvf/75JwDUaGe/Uys3N9fp959++ikA4M0338Stt97q+H1YWBhefPFFXL16FWvWrHGyadeuHbp27QpPT095g/sbDw8PzJw503GnmL0e3NzcHHe9VR1jXcycORNZWVl4+umnsWjRIjRp0qTaMYIgYODAgY560WI9+8EHH+D8+fPo2bMnVq5cWS1vTZo0wZo1a9CtWzf89ttvWLZsWY06VfHy8nI8fl7TtXLLli1o3Lgx+vXr5/jdgQMHMGTIEAQHB6NRo0YIDAxE9+7dMX/+fJd83misekMbd4QmlJaW6h1CnegRn1o+Weoq0ZJrK8WO97riHSPkj3qTvY4ce6k2RqgtnjFC/rSOUU1/PPSmFnOmEj+Ejcr5c3Nzw6xZswDYNrzEWt7LVRX7ca68N8u+cbNy5coa/27//fjx4yEIgiO+v/76C3fffTfef/99BAQE4KWXXsIjjzyCs2fPYsCAAVi9enW1mJ588kmMGTMGZ8+exciRIzFlyhT06NEDBw4cwI4dOwAA48aNw9ChQwHYHm2bPXs2nnnmGcyePRu33HILAKCgoADdu3fH+++/j2bNmmHy5MkYMWIEDh8+jH79+tU6lkOHDqFnz56wWq0YP348BgwYgIYNG94wR65Qte4HDRqEkJCQarHExsbizJkzjnwCqPHdXADwxRdfALC9z7B58+YYPHgwzp49i6NHj9boUw411YrFYsH999+PN954Aw0bNsS4cePwzDPPIDs7G4899hjmzJnjpJGbm4vJkyfjypUr6N+/P6ZOnYphw4YhLi4ODzzwQLWNq9p455138PTTT6N79+44dOiQ02PZPXr0gCAIOHTokOIx28+5/f2Edjp06ADA9ihr1V6zb4BV3sQB4NgoHjRoUDU/DzzwgNMxalO5HmobY21cuXIFGzduBPC/R/frwq6rxXrWvlltfy9eTbi7u+P1118H8L++cSW+2q6VpaWl+Omnn3DPPffAw8MDAPDDDz+gd+/eOHLkCPr164d///vfGD58OBo2bIjPPvvMZZ9V4WnOpHfcEZqg9P+1UBs94lPLJ0tdJVpybaXY8V5XvGOE/FFvsteRYy/Vxgi1xTNGyJ/WMarpj4fe1GLOVOKHsFE1fz169ECDBg2Qk5OD5ORktG7duk77K1eu4P/+7/8AAN26dbuhvyFDhqBFixbYu3cv/vrrLyd9q9WK//73v2jQoAHGjRvnFN9TTz2FlJQUfPPNN3jkkUccNoWFhejZsyeio6MxZMgQNG/eHIDtzqT169fj3nvvxa5duxybcIDt3X72F+mPGzcOFRUV2L59O0aOHIknn3wSsbGxTmOZNm0aLly4gBdffBGffPKJ0+/vueceREdHY+DAgQgJCXEa665du7By5UqMHz8egG0TLSAg4IY5AoCTJ09W27ACgJEjR6JTp07Vzlvldwj++uuvuOeeewDYNiHc3d3x7LPPYvv27QBq3lwpKSnB+vXr4ePjg+HDhwOwbeBt3boVX3zxBbp37664165fv+7YFKmc32XLluG3337Dhx9+iKlTpzp+X1paimHDhmHevHkYNWoU7rjjDgCAn58fUlJS0LJlSyf9oqIidO/eHdOmTcPjjz+ORo0a1RhHeXk5oqOj8dlnn+GRRx7B2rVraz1WKdevX8fatWsBVN9sGz58OIYPH46tW7fijjvuQN++fWEymfDrr7/iyJEjmDx5stP76i5duoTs7Gx4e3s76rwybdu2BQAkJCSoMpaqVK6HVatWAah5Q7Emjh8/juvXryM0NBRt2rSR5ROwffSmpj5p06ZNtY+ruKL7119/ISMjAw0bNqzxfZGV6dOnD9zc3PDnn38iKysLgYGBdfaIxWJx1ELVa+XPP/+M4uJip43aFStWQBRFHDx40LHJaycvL69a7K7C05xJG3eEJvD+QlU94lPLJ0tdJVpybaXY8V5XvGOE/FFvsteRYy/Vxgi1xTNGyJ/WMarpj4fe1GLOVOKHsFE1f40aNYKvry+ys7ORm5tbbePu+++/dzxqlZ2djW3btiEjIwNhYWGIjo6+oT93d3eMGzcOb7/9Nr788kunrzxu3boVubm5GDFiBAIDAx3xxcXF4fDhw3jsscecNu0AwMfHB3PmzMHDDz+MLVu2OB5LXL58OQRBwOeff+60aWePISgoyKWcXLt2DV999RVuueWWao8Pt2vXDtHR0Xj33Xexdu1axx04drp06eLYtKuqeyNOnTqFU6dOVfv97bffjk6dOtWoNW7cOMyfPx8rVqzAPffcA4vFgo0bN2Lw4MFOm1z2j01U5uuvv8bly5fx0ksvOTaxHnzwQTRv3hzffPMNlixZIrnX9u3b57i7Ly8vDz/99BOSkpLQvHlzzJw5EwCQk5ODffv24d5773XatANsGwzvvvsuunTpgg0bNjg27jw8PKpt2gGAt7c3nn32WUyfPh1xcXG47777qh1TWlqKxx57DNu2bcPkyZOxaNGiGu+q+uqrr1BSUoLbbrtN0pirMm3aNJw/fx7Dhg1D3759nf4mCAI2b96M2bNnY+HChfj9998df+vZsycef/xxp48UXLp0CQCcHpGtjP33dX21lCX2ejh27Bjmz5+PW2+91ekRzrrIysoCgBrPI2DbCKz66PLIkSOr1aAoipg7d241+759+0rauLPrZmZmAgD8/f1vuJnbtGlT+Pj4ID8/HxkZGQgMDHSKb/PmzUhMTARgG++2bduQmZmJtm3b4sUXX3TS2rJlC0wmEx577LFqfmraaPPz86sWu6vwNGfSxh2hCWlpaS7/v2Z6oEd8avlkqatES66tFDve64p3jJA/6k32OnLspdoYobZ4xgj50zpGNf3x0JtazJlK/BA2aspfXY++bt26FVu3bgVg+w/K0NBQPPHEE5gxY0aNG0I18dxzz2HhwoVYvXo15s6d69icsN+NZX+c1h6f/VHNwsLCGu+uyc7OBgCcP38egG2D48KFC2jZsqWkL0tW9mnPyblz53D16lV069at2lcgAdtdN++++26Nm2xdu3atVfdGjB8/vtZHcGvTatWqFQYOHIiNGzdi8eLF+Oqrr1BcXOyUT+B/G0CVsT/u9+yzzzp+17BhQ4wZMwZLly7F+vXr0a1bN0m9tn//fuzfvx8AYDKZ0KpVK7z00kt4/fXXHRs2x48fR0VFBURRrPHc2r9+aj+3ds6cOYP//Oc/OHToEDIyMqp9JTU9Pb2aVnFxMfr06YPY2Nhqd/dVhcXXjBctWoSlS5eiQ4cONT6+W1paiieffBK7d+/GZ599hmHDhsHDwwOHDx/G888/jx49emDLli148MEHFceiBmlpaSgsLMSwYcNQUVGB9evXM9sUWrVqFQ4fPuz0u9tvvx2RkZFONeju7l7ro99SYDln2tmyZYvjXZ6enp5o3bo1nn76aUyfPt3pWlJWVobt27ejb9++Tr35xBNPYNu2bejSpQseffRR9O7dG/fff3+1zU4jz5m0cUdogsVi0TuEOtEjPrV8stRVoiXXVood73XFO0bIH/Umex059lJtjFBbPGOE/Gkdo5r+eOhNLeZMJX4IG1Xzd/XqVRQUFABAjY/jrV69GmPHjlXk87bbbnN8SGDHjh0YOnQokpOTsWfPHtx2220YOHCgU3z5+fkAbI+e1vXxgStXrgD43x1Htd3NcyMq58T+H9K13aFn/31NdznZ7xqsSVcptWlNmDABO3fuxMaNG7FixQq0bNkSgwcPdjrGarU6/fuZM2dw7NgxdOzYEV26dHH629ixY7F06VKsWLEC7du3lxTj/PnzHe9MrA37uY2NjUVsbGytx9nPLQDHuwUrKirQt29fDB8+HF5eXnBzc8PJkyexffv2aht5gC1np06dcnzURE2WLl2Kf//73+jYsSP27t1b46b2ggULsHnzZnz88cdOm6uDBw/Gm2++iX/961+YNGmSY+POfkddTRuvlX9f0wazGvz++++YPn06Ll26hG+++UbSBqO9NzIyMmr8e+V3C86YMQPvvfceAPXXs/a4cnNzce3atTrvuisuLnZ86KVFixbV4lu7di2efPLJG/o+cOAACgoKMGLECCf70aNHw9PTE4sWLcLKlSsd77W755578M477zju4DTynEkfpyA0wWQy6R1CnegRn1o+Weoq0ZJrK8WO97riHSPkj3qTvY4ce6k2RqgtnjFC/rSOUU1/PPSmFnOmEj+Ejar5O3ToEMrKyhAQEKDqI1X2R1rtd9l9+eWXEEUR48ePd/rCpslkcmxYfPzxxxBFsdYfu5Z946Kmu65coXJO7L7tj/ZVxf5oXU2PL1a9Y1GL9ezQoUMRGBiIOXPmIC4uDuPGjXN63BJAtX+332139uxZCILg9HPnnXcCsH1x1v7YH0vseZs2bVqd53b37t0Om/nz5+Pq1avYu3cvduzYgcWLF2PevHmYM2eO491+NREYGIht27bh6tWr6N27t+PLwqz54IMPMHnyZHTu3Bn79++Hv79/jcf98MMPAIDevXtX+9sdd9yBW265BUlJSU6PyAYEBKCoqKja12YB4I8//gAAhIeHsxpKrfz++++YMmUKCgsLsWnTJjz00EOS7Lt27YqGDRvir7/+wl9//eWyndrr2TZt2iAoKAhWqxW//PJLnTb79u1DRUUF2rRp49jwkxPfli1b4ObmhuHDh1ezHzp0KPbv34+ioiLs2bMHkyZNwunTpzFkyBDEx8fL8snTnEkbd4QmhIWF6R1CnegRn1o+Weoq0ZJrK8WO97riHSPkj3qTvY4ce6k2RqgtnjFC/rSOUU1/PPSmFnOmEj+Ejcr5q6iowIIFCwAAY8aMUdXvsGHDEBgYiB07diA1NRWrV692vP+uanz33nsvAODgwYMuad96661o164dMjIycPr06Rseb9/IKi8vd/i0ExkZiUaNGuHUqVO4fPlyNVv7o6B33XXXDf1osZ5t0KABnn32WaSlpcHNzc3pHXt2mjVr5vjfpaWlWLduHdzd3TF+/PgafwYMGADgf186ZUm3bt0gCILL5xYAEhMT4e/vjx49elT724EDB+q0HTBgAHbu3Ilr166hb9++dd7lJ4cFCxZg2rRpuOuuu7Bv3z6nd5FVxX5XYE2bcEFBQbhy5QoEQXD6EnGfPn0AAD/99FM1m507dzodoxa//fYbevXqhZKSEnz//fcYMmSIZI2mTZvi0UcfBQDMmzfPZTst1rPPPfccAGDhwoW1flm7oqLC8c5L+/8JISc+URTx/fff4/7774e/v3+t9k2aNEHfvn2xZMkSTJ8+HVevXnXUgJHnTNq4IzTB/v+w8Yoe8anlk6WuEi25tlLseK8r3jFC/qg32evIsZdqY4Ta4hkj5E/rGNX0x0NvajFnKvFD2LDnLycnB4899hhiYmLQqlWrah9aYE2DBg0wduxYlJeX44knnkB6enq1jyjY47v33nvRvXt3fPPNN44v2Fblt99+c/rS4iuvvAJRFPHCCy9U23ArLy93uoPO19cXABwvw69cUx4eHhgzZgwuXbqEt956y0nnjz/+wEcffQSTyeTSI3FarWenTJmCLVu2YNeuXTV+XKHyo3LffvstioqKMHjwYKxcubLGn6+//hqenp7YsmUL88fsgoKC0Lt3bxw7dgzvvPOOY/O0MomJibh48aLj30NDQ5Gbm+v0MQcA+Pzzz7F3794b+vznP/+JXbt2QRRF9O/f3+mxTDspKSm4cOECSktLXR7LnDlzMGvWLHTt2hV79+512iCtiX/84x8AbJt9VR/tnTNnDioqKnDvvfeicePGjt/bvzL79ttvOz0y++eff+LTTz+Fh4eH4kfZgdrHf/LkSfTp0wclJSVYvHixy1+RrYl33nkHgYGBWLNmDV599VWUlJTUeFzlcWqxnp02bRoiIiIQExODF154AVevXnU6tqSkBOPGjcOxY8fQuXNnvPLKK7Lj+/XXX5Geno4RI0ZUsz9w4ECN/WB/p6e9Low8Z9I77ghN0OqLPXLRIz61fLLUVaIl11aKHe91xTtGyB/1JnsdOfZSbYxQWzxjhPxpHaOa/njoTS3mTCV+6jP2jwBUVFTg7NmzuHTpEg4dOgSr1YquXbti/fr1dd4pxIoJEybgvffec9xtVfnOFTv287tx40b07dsXY8eOxZIlS9C1a1d4e3sjLS0NZrMZ586dw6+//uqI+1//+hcOHTqEr776Cm3btsWwYcPQvHlzpKenY9++fXjhhRcc71+777774OHhgQ8//BA5OTkoKSlB69atMWnSJHh5eTk+grB06VIcP34c//znP5Gbm4tvvvkGV65cwaeffurSxwy0Ws82b968zkcXK29E2B+Ttd9lVBPe3t4YNWoU1q1bh6+++govvPCCjIhrZ8qUKbBYLHj99dexZs0a9OjRA82bN0dmZibOnTuHEydO4Ntvv3VsQk6ZMgV79+7Ffffdh9GjR+OWW27B8ePHcfToUYwaNQqbNm26oc/77rsPe/bswcCBAzFo0CBs27bN6U61MWPG4PDhwzh48GCNd/ZV5csvv3R8aOX+++/HkiVLqh3Tpk0bpy+dvvnmm/jxxx/x888/o3379hg4cCA8PDxw8OBBnDhxAo0bN66m07NnT7zyyitYtmwZOnXqhFGjRuHq1avYuHEjioqK8MknnyAkJMTJJicnB6+99prj3+3vZau8wffGG2+gbdu2dY4/Ly8Pffv2RVFREfr3749jx47V+Aj51KlTq33JuSaCg4Oxd+9ejBw5Eh9++CFWrVqFvn37onXr1nBzc0NWVhYOHz6MxMREBAQEICIiQnEPVf7Sa2WysrLw7LPP4tFHH4WXlxd++uknDBs2DCtWrMAPP/yABx54AIGBgcjKysKPP/6I7Oxs3HXXXdi+fbvTV1+lxrd582YAcGzcVbZ/+eWXkZ2djR49eiA0NBQNGjTAiRMnEBMTg9atW2P06NGyfPI0Z9LGHaEJVd8PwRt6xKeWT5a6SrTk2kqx472ueMcI+aPeZK8jx16qjRFqi2eMkD+tY1TTHw+9qcWcqcRPfWbu3LkAbO868vT0RFhYGJ5++mmMGjUKAwYMcHrHnJq0adMGffv2xZ49exAcHIwHHnig2jH289uqVSvExcVh2bJl2Lx5M9avX4+KigoEBgaiffv2mDx5stPHEwRBwLp16zBw4ECsXLkS33zzDaxWK4KCgtCrVy+nx/v8/PywadMmzJs3D6tXr0ZxcTEA28aGl5cXfH19ERsbi4ULF2LLli1YtGgRGjdujO7du2PatGno16+fS+PlZT1rf/fe+fPncfjwYQQFBd3wwwITJkzAunXr8MUXXzDfuGvatCkOHjyIzz//HBs2bMB3332Ha9euISAgAG3btsWSJUucNtUefPBBbN26FQsWLMDGjRvRoEEDdO3aFTExMbhw4YJLG3cA0KVLF+zfvx/9+vXDkCFDsHnzZtl3kNnf01ZeXo7FixfXeEzfvn2dNu5CQkJw6tQpvPvuu9ixYwdWrVqFiooKtGjRAoMHD8bixYtrfF/dkiVL0LlzZ3zyySf4/PPP4e7ujrvuuguvvfZatQ+RAMDly5drvFO18u+ee+45p427migqKnJs+lR+52BVnnvuOZc27gCgffv2OH36NNavX4/NmzfjyJEj2LZtG9zc3BAQEICoqCjMnDkTjz76KJo0aSLpkeqaOHXqVI1fgAaAjh07Oh7fDQ0NxYkTJ7BmzRp8/fXX2LZtG4qKiuDt7Y2oqCgsWLAAzzzzDBo0cN56ktqXW7ZswZ133ul4n2hl+zfeeANbt25FXFwcdu/eDTc3N7Rq1QqzZs3CpEmTHO+HNPKcKdT2LDIhDUEQhgIY6ufnN+Hs2bPIz89HTk4OANtLLy0Wi+NWy7CwMFitVqSmpgKAo/iSk5MB2C5MJpMJSUlJAGy3RXt5eSEhIQEA4O/vD19fX8envn19fREQEID4+HiUl5fD29sbQUFBSEpKgtVqhZeXF4KDg5GcnIzS0lLH5+jT0tJgsVhgMpkQFhaGzMxMFBUVwd3dHREREcjOznZ8vSgyMlLRmBo3buyIiccxFRYWolu3bpqep4qKCnTo0IH5mBISEhy3CiutPZPJhNDQUFnnKTs7G61atZI8pmbNmqGiosKl2issLESXLl1cGtOmTZsQFRXFXe2xOE9yx3TixAk0adKE6zHFxsbCx8dH0/OUmJgIHx8f5mNS0k+Vx3Ty5El4enpqeo04deoUfHx8XK69I0eOwMfHx6UxXbx4ES1btuSu9vS8Rvj5+cHNzY3rMTVp0gTXrl27KdYRGRkZaNGiheLaa9asGRo1aiTrPBUWFqJ9+/aSx9SgQQNcvnzZ5dq75ZZbUFZWdsMx/fzzz4iKiuKy9vS8Rsg9T1qN6dy5c/Dx8dH0PMld76nZT1XHVFhYiIiICE3n3MLCQtx3330u1d7p06fh4+Pj0pjOnDnjuFOSp9rT8xrRqFEjFBcXcz2miooKx+PpWp0nlv9NyKqf5K4jkpOT8eyzzyI6OhqjRo0CIO8acfnyZaevX9+o9tzc3FBQUODSmHr37h0niqLzp6ZZUtcXaehH+k94eLhIVOf06dN6h1AnesSnlk+Wukq05NpKsZNy7P79+2VEc3PDe1+KIvWmGjpy7KXaUG8qg3pTW3889KYWc6aU46kva4b33qQ5k70WrWf5h/e+FEXqTaU6b7/9tghAPHPmjKI41FzPAjghqrjPRI/KEppg3/3nFT3iU8snS10lWnJtpdjxXle8Y4T8UW+y15FjL9WG19ravXs3Nm7ciEGDBuD+/tQAACAASURBVDkef+KR33//HfHx8brGkJGRgaSkJMcLwauidYxq+mOlrURHrq1UO1eP//33350+XkDYUFor169fx88//4zevXs7vUSfFXpcO9TyyVKX996Ueizr3iwsLMQvv/yCYcOGcT031gYPc+aNoN5UphMREYFvv/0WFy5cwIULF2THodacqQW0cUcQBEEQxE2NKIpYv349nnvuOVy7dg2rVq3SOyTDsGzZMr1DIIibjjVr1ugdAkFUY926dXqHQBBELdDGHaEJkZGReodQJ3rEp5ZPlrpKtOTaSrHjva54xwj5o95kryPHXqoNT7VlNpsxceJEHDp0CIDtnShRUVHw8fHRObLauXr1Kjw8PDT1KYoi0tLScObMGZSWlgKwvR+mY8eOaNSoke4xqumPlbYSHbm2Uu1cPT43NxfNmzeXHM/NjpzzVFxcjNOnTyMjIwOA7eMCUVFRCAgI4CI+Xn2y1OW9N6Ucy6o3c3JyYDabYbFYANje99WpUyc0bdpUsbbW6FH3UqHeZK8jx16tOROAyx96kY2az+HWxx96x13N/P7773qHUCd6xKeWT5a6SrTk2kqxk3IsvROkOrz3pShSb6qhI8deqg0PvZmfny++/PLLopubmwhAbN68ubh69WqxvLxcFX8s0bruz5w5I/bq1UsEIAIQ7777bvHYsWN12mgdo5r+eOhNLeZMKcfTnFkzUvJdWloqzps3T/Tw8BABiE2aNBHfe+898dq1a1zEx7tPWs/WjNLevHjxovjII484rve33367+OOPPyrS1Btaz2rrk4c5U669mutZqPyOO22+X07Ue+xf6eEVPeJTyydLXSVacm2l2PFeV7xjhPxRb7LXkWMv1UbP2qqoqMDKlSsRERGBjz/+GIIgYNKkSUhISMDYsWPh5sb/0ker/F26dAlTp05FVFQUYmJi4Ovriy+++AKxsbHo1q0bFzFq4Y+H3tRizlTih7DhSv5EUcT27dvRoUMHvPXWW7h69Soef/xxxMfH47XXXoPJZNI1PqP4pPUsW65du4aFCxciMjIS3377LRo3boyFCxfi7NmzGDx4sOr+1cQI1zXqTfY6N/t6tir0qCxBEARBEDcFx48fR3R0NH799VcAQM+ePbF8+XJ06tRJ58j4oqKiAmvXrsX06dORnZ0NNzc3vPTSS5g/fz6aNWumd3gEYVj++OMPTJ48GTt27AAAdOzYEcuXL0evXr30DYyo1+zYsQOTJk1CYmIiAGD06NH44IMPEBISonNkBEG4Cm3cEZoQHh6udwh1okd8avlkqatES66tFDve64p3jJA/6k32OnLspdpofd5yc3Mxc+ZMfPnllwCAFi1a4IMPPsBjjz1myC/kqZm/kydPIjo6GkePHgUA3Hffffjoo49w5513StLR+hyr6Y+H3tRizlTih7BRW/6Ki4uxcOFCfPDBB7Barbjlllswb948vPTSS2jYsKHu8RnRJ61nlZOUlIQpU6Zg+/btAID27dtj+fLl6NOnjyr+9MII1zXqTfY6N+N6ti5o447QBPuLT3lFj/jU8slSV4mWXFspdrzXFe8YIX/Um+x15NhLtdHqvJWVleGzzz7Dm2++iaKiIjRs2BBTpkzBrFmz4OXlpUkMaqBG/vLz8zFr1ix8/vnnEEURAQEB+M9//oMnn3xS1uam1r2ppj8eelOLOVOJH8JG1fyJoojvvvsOU6dORVpaGgBg7NixePfdd1X5+ITU+Izsk9az8ikpKcG7776L999/H9euXYOXlxfmzJmDiRMnarqRrBVGuK5Rb7LXuZnWs67A/4teiJuCzMxMvUOoEz3iU8snS10lWnJtpdjxXle8Y4T8UW+y15FjL9VGi/N28OBB3H333Zg4cSKKiorQv39/nD59Gu+9956hN+0AtvkrLy/H559/jvDwcHz22Wdwc3PD1KlTkZCQgKeeekr2HYla96aa/njoTS3mTCV+CBuV83fu3Dn069cPo0ePRlpaGu666y4cOXIEq1ev1mXTrmp8RvdJ61npiKKIzZs3IzIyEvPnz8e1a9fw1FNPIT4+HlOnTr0pN+0AY1zXqDfZ69ws61lXoTvuCIIgCIIwDBkZGXjttdewfv16AMBtt92GxYsX46GHHjLkY7FqcvToUURHR+PkyZMAgD59+mDZsmXo0KGDzpERhHG5fPky5s6di2XLlqGsrAzNmjXDO++8g/Hjx8Pd3V3v8Ih6yoULF/DKK69g9+7dAIDOnTvjo48+Qo8ePXSOjCAIFtDGHaEJYWFheodQJ3rEp5ZPlrpKtOTaSrHjva54xwj5o95kryPHXqqNGjm0Wq1YtmwZ5s6diytXrqBRo0aYMWMGXnvtNTRu3Ji5Pz1Rmr/s7GzMmDEDa9asAQAEBwdj0aJFePjhh5ltbmrdm2r646E3tZgzlfghbHczmc1mPPbYY8jOzoYgCHjxxRcxf/58+Pr66h0eAJoz1dDifT1rsVgwf/58LF68GGVlZfD29saCBQvwwgsv1JuNZCNc16g32esYdT0rF9q4IzTBarXqHUKd6BGfWj5Z6irRkmsrxY73uuIdI+SPepO9jhx7qTasc7hnzx5MnDgRFy5cAAAMGzYMixcvRps2bZj64QW5+SsrK8Mnn3yCt956C5cuXYLJZMKrr76K119/HU2aNOEiRh798dCbWsyZSvzUd8xmM6Kjo3H48GEAQPfu3fHRRx/hrrvu0jkyZ2jOZK/F63pWFEVs2LABr776KjIzMyEIAiZMmIAFCxagefPmkvWMjBGua9Sb7HWMuJ5VAr3jjtCE1NRUvUOoEz3iU8snS10lWnJtpdjxXle8Y4T8UW+y15FjL9WG1VhTUlLw8MMPo3///rhw4QJuv/12/Pjjj9i6detNu2kHyMvfgQMHcOedd2LSpEm4dOkSHnjgAZw9exYLFixgvmknN0Ze/fHQm1rMmUr81FcKCgrw8ssv4+6778bhw4fh4+ODNWvW4NChQ9xt2gE0Z6qhxeN69vTp0+jVqxeeeOIJZGZmomvXroiNjcUXX3xR7zbtAGNc16g32esYaT3LArrjjiAIgiAIrrh69So+/PBDLFiwAKWlpWjcuDFmzZqFqVOnolGjRnqHxxXp6emYNm0aNmzYAABo3bo1li5diiFDhtA7/whCJuXl5Vi1ahVmzpyJ/Px8uLu7Y/Lkyejbty+GDBmid3hEPaWoqAjLly/H1q1bUV5eDj8/P7z33nsYO3Ys3NzofhyCuJmhjTtCE0JDQ/UOoU70iE8tnyx1lWjJtZVix3td8Y4R8ke9yV5Hjr1UGyUx/vDDD5g0aRL+/PNPAMDo0aPxwQcfICQkRLam0XAlf1arFUuWLMG8efNQXFwMDw8PvP7663j11Vfh6enJRYxG8cdDb2oxZyrxU5+IjY1FdHQ0Tpw4AQDo1asXli9fjo4dOyI5OVnf4G4AzZnstXhYz1ZUVOD//u//MH36dOTm5sLNzQ0TJ07E3Llz4ePjIyu+mwkjXNeoN9nr8L6eZQ1t3BEEQRAEoTuJiYmYPHkyfvzxRwBA+/btsXz5cvTp00fnyPjj559/xsSJE5GQkAAAGDFiBBYtWsTVApMgjEZOTg5mzpyJVatWAQBatmyJDz/8EKNHj6a7VwndOHHiBKKjoxEbGwsA6NSpE9auXYtOnTrpHBlBEFpC99QSmsD7/0OpR3xq+WSpq0RLrq0UO97rineMkD/qTfY6cuyl2kg5vrS0FLNmzUKHDh3w448/wsvLC4sWLYLZbK63m3a15S85ORkjR47EwIEDkZCQgIiICOzatQubN2/WfNNO695U0x8PvanFnKnEz81MWVkZli9fjvDwcKxatQoNGzbEjBkzcOHCBTz66KNOm3a854/mTPZaeq1n8/Ly8PzzzzveXxcUFIT169djyZIltGlXBd77EqDeVEOHt/Ws2tAddwRBEARBaI4oiti0aRNefvll5OTkAACefvppvPfeewgMDNQ5Or4oLS3Ff/7zH7zzzju4evUqmjRpgtmzZ2PSpEkwmUx6h0cQhuWXX35BdHQ0zpw5AwAYOHAgli1bhvDwcJ0jI+or5eXl+PzzzzFr1iwUFhaiQYMGmDJlCt588014eXkhJiZG7xAJgtAB2rgjNIH3dxPpEZ9aPlnqKtGSayvFjve64h0j5I96k72OHHupNjc6/vz585g4cSL27t0LAIiKisJHH32E+++/X3JsNyP2/ImiiO3bt2Py5Mn466+/AABjxozB+++/j5YtW+oZoua9qaY/HnpTizlTiZ+bjYyMDLz22mtYv349ANt7jJYsWYJhw4bV+Vgs7/mjOZO9lpbr2cOHDyM6OhpmsxkA0K9fPyxfvhzt2rWTFUN9gfe+BKg31dDhYT2rJbRxR2gC73cE6BGfWj5Z6irRkmsrxY73uuIdI+SPepO9jhx7qTa1HX/58mXMmzcPS5cuRVlZGXx8fPDMM8/ggw8+gLu7u+S4blZMJhP++OMPTJo0CTt37gQA3HHHHVi+fDn++c9/6hydDa17U01/PPSmFnOmEj83C1arFcuWLcPcuXNx5coVeHh4YMaMGXjttddc+qgL7/mjOZO9lha9WVRUhGeeeQb//e9/AQCtWrXC4sWLMWLECHq/ogvw3pcA9aYaOnquZ/WA3nFHaEJSUpLeIdSJHvGp5ZOlrhItubZS7HivK94xQv6oN9nryLGXalP1eFEUsX79erRr1w4ffvghysvL8fzzzyMhIQHDhw+nTbtKFBcXY8aMGejYsSN27tyJW2+9FcuWLcPJkye52bQDtO9NNf3x0JtazJlK/NwM7N69G507d8a0adNw5coVPPTQQzh37hxmz57t8peYec8fzZnstdTszevXr2Px4sXo2bMn/vvf/6JRo0Z48803cf78eYwcOZI27VyE974EqDfV0NFjPasndMcdQRAEQRCq8dtvvyE6OhqHDh0CAHTr1g0fffQRunTponNkfCGKIr799lv8+9//RlpaGgDg2Wefxbvvvgt/f3+doyMI43Lx4kVMnToVmzdvBgC0bdsWy5Ytw6BBg3SOjKjP7Nu3DxMnTsS5c+cAAEOHDsXixYsRFhamc2QEQfCIIIqi3jHcFAiCMBTAUD8/vwlnz55Ffn6+42Xb4eHhsFgsyMzMBACEhYXBarUiNTUVABxfgrN/tSQkJAQmk8mxwxsUFAQvLy8kJCQAAPz9/eHr64vz588DAHx9fREQEID4+HiUl5fD29sbQUFBSEpKgtVqhZeXF4KDg5GcnIzS0lJ4enoiNDQUaWlpsFgsMJlMCAsLQ2ZmJoqKiuDu7o6IiAhkZ2cjPz8fABAZGaloTNevX0e7du24HVNKSgr69eun6XkqKipC9+7dmY/pxIkTaNKkCZPaKy0tRefOnWWdp8TERHTo0EHymNzd3eHl5eVS7aWkpKB3794ujWnTpk2IiorirvZYnCe5Y9q3b5/Dltcx7dmzB61atdL0PJ06dQqtWrViPiYl/VR5TAcOHIC/v7+m14hffvkFrVq1crn2du3aBR8fH2zYsAFff/01Kioq4O3tjcmTJ+P555/HX3/95RjTxYsX0bJlS+5qT8trhCiKePXVV/Hrr78CACIiIjB79mwEBQVxO6aysjJ4eHjcFOuI+Ph4REREKK49Nzc3BAQEyDpPKSkp6Natm+QxFRcX4//ZO++wqI7vD78XELCAqIjEQqyA2I2NxBKNJTH2ksSokViiiRDE2GOLha81NjQxaqxJrFFj1GDvMfYWBRSjGMUCAoogbef3B9n9iRS371247/Ps4+PunHM+d+6cndlh7owkSVq3PSEERYsWfeU17dmzh7p168qy7Wl7n6Kjo1m/fj3r168nOTkZR0dHPvnkE8aMGUNqaqpZ75O5xhF//fUXHh4eZr1P+o73TJlPL19TVFQUDRo0MGufGxUVRbt27bLdp4iICL755hvNIRMeHh50796dTp06aXVNly9fxtXVVXZtz5LfEc+fP8fOzk7W1xQXF0daWppZ75MxfxMaK5+MOY7Q5ztC/Zm2be/p06dkZGRodU0tW7Y8K4Qw3V+lhRDKy4gvT09PoZCdu3fvWlpCnlhCn6liGtOvIb70tdXFTpeyBw8e1ENN/kbueSmEkpum8KOPvS42GRkZYs6cOcLV1VUAwsbGRnz55ZciLi4ux/IFOTfj4+NFUFCQsLW1FYAoWbKkWLp0qYiKirK0tFdi7tw0ZTw55KY5+kxdylt7Xv7222+icuXKAhCA+Oijj8SdO3cM9iv3flPpM43vy1i5+fz5cxEcHCyKFCkiAFG4cGExffp0kZycrIxnDUTueSmEkpum8GPq8ayu5YEzwoTzTMoedwpmQT2TLVcsoc9UMY3p1xBf+trqYif3diV3rKH+lNw0vh997LW1OX36NE2aNGHEiBHExMTQvHlzzp8/z4IFC3BxcdE5bn5FpVKxZs0avLy8mDdvHiqVis8//5yIiAg+++wzWe2pkhvmzk1TxpNDbpqjzzQkjrVw48YNOnToQKdOnbh58yY1atTg4MGD/PLLL5QvX95g/3KvP6XPNL6vfv36IUmSZgsDbShfvjwNGzbU/H/37t3UrFmTcePGkZSURI8ePQgLC2PcuHE4OjrKrl3t27cPSZKYNm2apaVohdzqLyeU3DS+H1OOZw2JYSqUiTsFBQUFBQUFg3j06BGDBg2icePGnD59GldXV37++WcOHTpE7dq1LS1PVpw/f55mzZrRr18/Hjx4gK+vL2fOnGHJkiWUKlXK0vIUFKySZ8+eMX78eGrUqMHOnTtxdnZm/vz5nD9/nrffftsoMSRJomXLlkiShCRJODg4ULp0aerXr8/AgQPZvXs3GRkZOdr6+flp7NSvokWLUrNmTcaMGUNcXFyesVUqFR4eHkiSpNkTLTeSkpJwcXHB3t5e80iZKdm5cyeSJLFu3TqTx9IFIQRVqlRBkiQCAwMtouHmzZt07tyZ9u3bc+PGDby9vdm7dy+bNm3Cw8NDU65nz55Z2oaNjQ0uLi689dZbfP/997m2K2smLi6O2bNn8/HHH+Pj44OtrS2SJGkeIdaGhw8f4ubmRsuWLfPM86ioKPz8/ChbtiwODg5UqlSJ4cOHEx8fn6vNlStX6NGjB6VLl8bR0REvLy+++eYbnj9/rrU+IQSjRo3inXfeoWfPnhQuXJiSJUtSr149pk6d+sq8z41///2Xr7/+miZNmuDq6kqhQoVwcXGhXr16DB06lCNHjmSzWb58ebbvoBdfdnZZjz4oX768zhPW//77LyNHjqR27do4OztTuHBhKleuzKeffsrZs2dztElPT8+mxdbWFldXV9555x3Wr1+fa7yYmBhsbGwICgrSWqM1oxxOoWAW5L6xtiX0mSqmMf0a4ktfW13s5N6u5I411J+Sm8b3o499bjbp6eksXbqU8ePHEx8fj52dHcOHD6dHjx5ZVhsowOPHjxk/fjxLly5FpVJRpkwZZs2aRZ8+fbCxyfp3VCU3zRtPDrlpjj7TkDhyRQjBli1bGD58uGbvIj8/P2bMmEGZMmVMEnPSpEkAmv2K//77b9auXcuKFSto0KABP/30E56enjnadu7cmbp16wJw//59duzYwcyZM9m8eTOnTp2iZMmSOdrZ2NjQv39/vvnmG5YvX863336bYzk3Nzc2bdpEQkICPXr0MMv9dnJyMolfQ7Xv27ePmzdvIkkSly5dIiwsDG9vb539ODo66mwjhCAxMREfHx9SUlJwcnJi0qRJBAQEYG9vn628+mT1oKAgnJ2dycjI4ObNm/z666+cOHGCAwcOsHHjRp11yJnIyEhGjRoFZO495urqqvNE86BBg0hOTs6zzPXr13nzzTeJjY2lc+fOeHt7c/LkSebNm8cff/zB8ePHKVGiRBabEydO0Lp1a9LT0+nZsyfly5dn3759TJ48mQMHDrB3794c7+PLZGRksGDBAurXr0/z5s3x9PQkMTGREydOMHHiRH744QdOnjxJuXLltL7m7777jqCgIFJSUvDx8aFr1664ubnx7NkzwsLCWLVqFUuWLGHMmDH07ds3m329evXo1KlTtvdfHofkRU65uWHDBj799FOSk5Np1KgRAwYMwN7enitXrrBu3TpWrVrF2LFjmT59uua05Bf9SJLExIkTAUhNTSUsLIzffvuNAwcOcO7cOWbNmpUt5sWLFxFC0K1bN4O0G7O8STHlc7gF8aXscZcz9+/ft7SEPLGEPlPFNKZfQ3zpa6uLnS5llT1BsiP3vBRCyU1T+NHHPiebo0ePijp16mj2kGrTpo24du2azjHye26mp6eLpUuXilKlSglA2NraiqCgIBEfH5+rjZKb5o0nh9w0R5+pS3lryMu///5bvPPOO5rvoPr164sTJ06YLJ46Tk7cv39f9OzZUwCiQoUK4sGDB1k+79evnwDEypUrs7z/9OlT4ePjIwAxefLkPONHRUUJW1tb4erqKlJSUnLV0bRpUwGIPXv2aH9xBjB37lwBiLVr1xrVr6F52aNHDwGIMWPGCEAEBQXp5ad79+4C0GqPRJVKJX799VfNvqWA6Nu3r7h3716edq+99lqOMS5evCgcHR0FII4dOyaEME9u7t27VwBi6tSpJosRExMj9u/fL2JjY4UQQvTu3VsAWl/fihUrBCCWLFkiANGiRYscy7Vq1UpT7kUCAgIEIIYOHZrl/bS0NOHp6SkAsXPnTs376enpokuXLgIQs2fP1vo6k5OThRDZ2/OoUaMEIAICArT2pb7mkiVLih07duRYJj4+XsyYMUMEBgZmibls2TIBiAEDBmgVq1y5crm2+5evZc+ePcLGxkYULlxY/Prrr9nKX7p0SXh4eAhABAcHZ/GTlpamGRu9TGhoqJAkSdjY2OS492/z5s2Fm5ubyMjI0OqactJuzPIoe9wp5AfUp7PIFUvoM1VMY/o1xJe+trrYyb1dyR1rqD8lN43vRx/7F22io6Pp27cvzZo14+LFi3h4ePDrr78SGhqqWc1gDW3LHJw8eZLGjRszePBgYmNjadmyJRcvXuTbb7+lePHiudpZQ/2ZW6Mp48khN83RZxoSR048efKEESNGUKdOHfbv30/JkiX5/vvvOXXqFL6+vhbRVKZMGdavX8/bb7/NnTt3CA4O1squWLFi9OvXD4BTp07lWbZChQq8++67xMTEsHXr1hzLhIaGcuzYMSpXrkzr1q2zfBYbG8vo0aPx9vbG0dERFxcX2rRpw759+3KN+csvv9CqVStKliyJo6MjFStW5OOPP+bcuXMANG3alK+++gqAvn37Znnc7cVH7OLj4xk9ejTVqlXD0dGRkiVL8u6773LgwIFsMdX7q40bN46TJ0/Svn17SpYsqdNjew8fPmT79u1Ur16dKVOm4OLiwpo1a0hJScnVJjQ0lLfeeouiRYtSsmRJunbtSkREBAkJCTmWF0KwcOFCfHx8cHBwoEyZMlSsWJFu3bqRkZGBnZ0dR48eZc2aNZoTwnNDfdroy9SuXZtmzZoB2dvH1atX+eSTTyhfvjz29va4u7vTu3dvrl+/ns1PeHg4o0ePpkGDBpQuXRoHBwcqVqzI4MGDuXv3bp7aXiQ5OZmuXbtqHj9WqVRa275MqVKlNG1LV27dusWwYcMYPHgwbdq0ybVcREQEBw4coGrVqgwZMiTLZ1OnTqVw4cKsXr06y6q9AwcOEBERQatWrWjfvr3mfVtbW2bOnAlkrnrTFvWKzZe/ez/44AOAHO9XTsTFxTF8+HAANm/eTIcOHXIsV7x4cUaPHs2cOXPMMp7NyMjg888/R6VSsWjRIrp27ZqtfK1atdi+fTt2dnZMnjxZszr6Vfratm1L1apVUalUnDlzJstncXFxHD9+nE6dOmlWC6akpDB//nzq1atHiRIlKFq0KBUrVqRLly6a7xpr7jOViTsFBQUFBQWFV5KWlsbcuXPx9PRk3bp1ODg4MGHCBK5du6YZyCtk8vDhQ/r374+vry9nz56lfPnybNiwgf3791OjRg1Ly1NQsEqEEKxbtw4vLy/mzp1LRkYGgwcPJiIigsGDB2seN7QUNjY2jB8/Hsic8MpcgPFq1OW0+Q4dNGgQkLlfVU7s3LkTgAEDBmTx988///DGG28wa9YsypQpwxdffEHPnj25cuUKbdu2ZeXKldk09enTh48//pgrV67QrVs3goKCaNq0KYcPH2bXrl0A9O/fnzfffBOArl27MmnSJM3L2dkZyNwmwNfXl1mzZlGyZEmGDRtG165dOX78OK1bt871Wi5fvkzz5s1JTU1lwIABfPLJJxQqVOiVdQSwatUq0tLS8PPzo1ChQrzzzjvExsby66+/5lh+w4YNtG/fnvPnz/PBBx8wePBgHj58iK+vLw8ePMjRxt/fn8DAQOLj46lZsyYxMTFERUVha2uLk5MTbm5uNG3aVCu9eZFT+9i5cydvvPEG69evp3HjxgwbNoyWLVuyZcsWGjZsyMWLF7P42LRpEz/88AMeHh58/PHHBAQE4OXlxbJly2jUqBHR0dGv1BEbG0vr1q3Zvn07s2fPZsGCBZoJkxs3biBJElWrVjX4el+FSqWiX79+uLq6MmfOnDzLqidr2rZtmy2/ihcvjq+vL4mJiVkmRdU27777bjZ/np6eVK5cmZs3b3L79m2DrmPHjh0AWu8DvHHjRhISEmjevDktW7Z8ZfmX96wzFQcOHCAyMpIKFSrw6aef5lqubt26dOzYkdTUVFatWqW1/9y+H3fs2EFGRkaWicK+ffsSFBSkaSMBAQE0a9aMCxcusGfPHt0uTIYoe9wpmAW5b7htCX2mimlMv4b40tdWFzu5tyu5Yw31p+Sm8f3oY3/9+nW++OILzV8eO3bsyLx586hSpYpJNFor6enpLFmyhIkTJ5KQkEChQoUYMWIE48aNo1ixYlr7sYb6M7dGU8aTQ26ao880JI6luXDhAgEBARw7dgyAJk2aEBISudza7wAAIABJREFUwhtvvGFhZVlp2rQpdnZ2PHz4kFu3blGpUqU8yycmJrJ69WoAGjdu/Er/HTp0oGzZsuzfv59//vkni//U1FT27t2LnZ0d/fv3z2LXt29foqKi2LhxIz179tS8HxcXR/PmzfH396dDhw6ULl0ayFxR9NNPP9GkSRNCQ0M1k3CQucJGvRdZ//79iYqK4sSJE3Tr1o0+ffpk0zxy5EjCwsL4/PPPWbJkSZb3GzZsiL+/P+3ataNChQpZ7E6fPs3y5csZMGDAK+vlRYQQLF++HFtbW80eXx9++CFbtmzhhx9+oFevXlnKP3nyhCFDhmBra8vx48epV6+e5rOAgABCQkKyxThy5AhLlizB3d0dIQTnzp1DkiT8/Py4ePEi58+f1+kk9dz2F7t06ZKmzavbR0JCAv369aNYsWIcPXo0y759ly5dwtfXl4EDB3L69GnN+35+fowcORIHB4cs/nfv3s37779PcHAwixYtylXfP//8w7vvvsutW7f4+eef+eijj7S+NmMzd+5cjh49yoEDB17Zr4aHhwPkuudktWrVNCvsWrRoobXNzZs3iYiI4PXXX9da9/bt2zl06BAJCQmcOnWKEydOULduXc0+f6/i+PHjALRq1UrrmDl93587d47Jkydne79bt25aTyK+6FfdPlu2bPnKffLatGnD1q1bNdfyqv4oNDSUyMhIbGxsaNCgQZbPtm7dSrFixTQrix8/fszmzZtp3LgxJ06cyKJFCMHjx4+1ivkycuozlYk7BbNgqg2CjYUl9JkqpjH9GuJLX1td7OTeruSONdSfkpvG96OLfVRUFF999RWbN28GoEqVKixYsID333/fpBqtkcOHDxMQEMDly5eBzL/WL1iwINfBf15YQ/2ZW6Mp48khN83RZxoSx1LExcUxYcIEvvvuO1QqFW5ubsyaNYu+ffvqtJm6uXBwcKBUqVI8ePCAR48eZZu427ZtG7du3QLgwYMH/Pbbb9y7d48qVarg7+//Sv+2trb079+fadOmsWLFCqZNm6b5bPv27cTFxdG1a1fc3d017589e5bjx4/z0UcfZZm0AyhRogSTJ0+mR48ebN26lc8++wyARYsWIUkSS5cuzTJpp9bw4qOfL3/+IikpKfz88884Oztne3zY29sbf39/ZsyYwdq1axk3blyWz+vWravzpB3AoUOHuH79Ou3bt9fobNGiBXXq1NF8Vq1aNU35rVu3Eh8fT//+/bNM2gFMmTKFVatWkZiYmOV99eEg9+/fB6Bhw4aEhITQqFEj9u3bR5s2bXRaAaou++2332oOp/jnn3/YsmULz58/p2fPnprHwENDQ0lISOD777/PdthG7dq16d+/PyEhIURERGj6n/Lly+cY97333sPb25vQ0NBctZ09e5b333+f58+fExoamuPpra+//jrXrl3T6sAGQ7h8+TITJkzA399fq9Oi1Y8557Y1hfr9F0+X1cdGG9asWaOZPAJo3749q1at0npiSN3WcjrI4vHjxyxcuDDLezY2NtkeD4bMk+3Pnz+f7f2qVatqPXH3Yj+iXq358sR7TqjL3Lt3L5sflUqlmVBMS0sjLCyM7du3I4RgxIgRWdpwUlISoaGhtGvXTtPmJElCCIGDg0O2vkGSJE09W3OfqUzcKZiF8PBweZ3K8hKW0GeqmMb0a4gvfW11sZN7u5I71lB/Sm4a34829s+fP2fu3LlMnz6d5ORkHB0dmTBhAsOHD9fqhD1raFvG4u7du4wcOZJffvkFgEqVKjF//nw6duyo9+PD1lB/5tZoynhyyE1z9JmGxDE3KpWKH3/8kbFjxxITE4OtrS3Dhg1j8uTJee4PKQfyevR1+/btbN++HYDChQtTsWJFevfuzZgxY7KdbJkbAwcOJDg4mJUrV/LNN99oJn2WLVsG/P/jtGr+/PNPIHMSNKeVNupHQdUrqhMSEggLC6NcuXJa/ZDP7VFSyNyH7fnz5zRu3DjHFWitWrVixowZOU4kVKxY8ZWxc+KHH34AyPLYXnh4OH5+fgQFBbFs2bIsJ1Sq9+tTr7h6kRIlSlCpUiXNH2Ti4+OZNGmS5h6WKFGC2bNn8+mnn2omC5o3b46NjU2u+9blRHp6OgDz5s0DMtuOk5MT9erVo0+fPgwePFhT9u+//wYyJ2Byup83btwAMu+neuJOCMHatWtZvXo1ly5dIi4ujoyMDI1NkSJFctR1+PBhZs6ciYuLC/v27aNmzZo5litUqJBeJ/bqQmpqKn379qVChQrMmDHDpLFMwbZt22jWrBkPHjzg2LFjjBkzhrp167Jz507NSdP68vjxY7755pss79na2tKyZcts3/cDBgzI9fF0bTFmn6mekBZCaK5BkiRcXFxo3rw5AwcO5OOPP85iFxoaSnJycpZ6K1GiBO+99x67d++mbt26dO/enWbNmtG4cWMKFy6st3Y59ZnKxJ2CWXixc5AjltBnqpjG9GuIL31tdbGTe7uSO9ZQf0puGt/Pq+x37txJYGAgkZGRQOYGyt27d9dspGwOjdZAamoq8+fPZ8qUKTx79gxHR0fGjh3LyJEjswwS9cEa6s/cGk0ZTw65aY4+05A45uTUqVP4+/trHvVr0aIFISEhuU4ayInnz59rVtWoHzt9kZUrV+Ln52dQjNdff502bdoQGhrKrl276NixI7du3WLfvn2UKVOGdu3aZSkfGxsLZP7YzWtllXpVmXolUU4re3IirwMK1KuXcjucQf1+TquXtJ3IfBH1wR0lS5akU6dOmvczMjLo3bs3o0aNYvXq1UyfPl2zX55aY24ra9Q6NmzYwMyZM3n06JHms6tXr2ZZ3Qhgb29PiRIltN7jEP5/svfOnTu5ro5T8+TJEwCWLl2aZ7kXVwl++eWXhISEULZsWd59913KlSun+SPcjz/+qFkB9TLnzp0jMTGR5s2b67V63JhMmzaNy5cvc/jw4VwnGl9GPcmf2wEj6vdfnFTWx0Yb1N+9ZcqUoXv37tSvXx8vLy/8/Py4cOHCK+3V7Syne1W1atUs7c3d3Z2YmBizjGfVutQHTuSFukzZsmWz+bG1tdVMYL+KX3/9FQcHBxo1apTl/c2bNzNjxgx++eUXJk6cCGT+gaRnz57MmTOH0qVLW3WfKb815gr5El2/3MyNJfSZKqYx/RriS19bXezk3q7kjjXUn5KbxveTm31kZCQdO3akQ4cOREZG4uPjw/79+9mwYYPOA3ZraFuGsGfPHmrXrs3o0aN59uwZXbt25dq1a0ycONHgSTuwjvozt0ZTxpNDbpqjzzQkjjl49OgRAwcOpHHjxpw+fZpy5cqxfv16Dh48aBWTdpC531N6errmhFFToX6kVb3KbsWKFQgh6NatW7bHxNQTEYsXL0YIketL7UvdRrQ9bTSv7zx1bPVjfi+jfswup1WU+nyXrl69mpSUFB4/foyDg4PmhFv1yqO0tDQePnyY5VRedezcVg6qtY8YMYJHjx7RtGlTTZ+YmpqarXxqaipxcXE6PSqry2PfRYsWBTJX3uV1P3v37g1k1vHixYupU6cOERERrF27lhkzZjB58mQmT56c54EfgYGBDBo0iF27dtGlSxeeP3+utU5jc+7cOVQqFc2aNctyerH6sefDhw8jSRKurq4aGy8vLyDzdNmcUJ/o+uIYRx8bbXj5u7dSpUp4eXlx8eJF4uLiXmn/1ltvAbB//369YxqLF/2qD2A5ePDgK08ZVp9grb4WffSlpaXx+++/06ZNm2x/EChSpAhTpkzh+vXr3L59m7Vr1+Lr68uaNWs0f3y25j5TmbhTMAuvOgbd0lhCn6liGtOvIb70tdXFTu7tSu5YQ/0puWl8Py/bJyUlMWHCBGrUqMHvv/+Ok5MTc+fO5cKFC5pNkHWNaQ1tSx9u375N9+7dadeuHeHh4Xh6evLHH3/w66+/GvVHujXUn7k1mjKeHHLTHH2mIXFMSXp6OiEhIXh6erJixQoKFSrE6NGjCQsL48MPP7SaE6tVKhXTp08HyPZol7Hp1KkT7u7u7Nq1izt37rBy5UpsbW01E3ov0qRJEwCOHj2qle/ixYvj7e3NvXv3uHTp0ivLlyxZEsh5ZUr16tVxcHDg/PnzmpViL3Lw4EEA6tevn+0zJycnrfS+iPoRwI8//pgBAwZoXur/d+vWDfj/Cc8XYx8+fDiLr5iYGPz8/DQTOKVLl2bdunUcOXJEc5LuyzaQeXCFSqXSa487bfDx8QG0v5+RkZEIIWjXrp1m0k/N7du3NXsu5oSNjQ1Lly4lICCA3bt306FDB5KSkrTWakzatWuX5Z6qX+p9G93d3RkwYIDmQBL4/4Mc9uzZk20FZEJCAn/++SfFihXLsnJLbfPHH39k0xAREcHNmzepXLmyTgdTQPbvXiGEZvWcNifAfvDBBzg7O3PkyJEc2502MY3Fi35btWpFpUqVuHPnjuagnZy4dOkSv/32G/b29ppVx/roO3ToEPHx8XTt2jVPew8PD/r06cOePXuoVKmS5mAQq+4z85qpV166vzw9PYVCdo4fP25pCXliCX2mimlMv4b40tdWFztdyh48eFAPNfkbueelEEpumsKP2l6lUoktW7YIDw8PAQhA9O3bV9y7d8/gmPktN5OTk8WUKVOEo6OjAETRokXFzJkzRUpKikniKblp3nhyyE1z9Jm6lDdXXh45ckTUrl1b8x3Utm1bERYWZpbYuqLWmBMPHjwQPXv2FIDw8PAQjx49yvJ5v379BCBWrlxpND1jxowRgGjWrJkARMeOHXO9v76+vsLGxkasWrUqx88vXLiQRfOSJUsEIJo0aSISEhKylE1PTxfR0dGa/8+YMUMAYsqUKTn6/vTTTwUgAgMDs7wfEREhnJychL29vbh9+7bm/b179wpADBo0KO8KeInDhw8LQNSqVSvbZ+p6SU9PF+XLlxeSJInIyEghhBAJCQmiePHiolChQuLcuXMiPT1dfPfdd6JkyZKaew6Iq1evZotVrVo1ERcXp3k/KSlJNGzYUACiXLlyWmsvXbq0AMSdO3deWXbr1q3C2dlZuLm5idOnT2f7PD09PUv+3rlzRwDC19dXpKena95/8uSJaNu2rQCEra1tFh/qezB16lTNeyNHjhSAaN68uXj69GmW8qmpqeLatWuaOtWH3r17C0Dn757r168LQLRo0SLHz1u1aiUAsWTJkizvBwQECEAMHTo0y/tpaWnC09NTAGLnzp2a99PT00WXLl0EIGbPnp3FJrfrDwsL0+TPi7mZnp4uRo8eralPbVm+fLkAhKuraxZtL5KYmChKlSolbG1ts8RctmyZAMSAAQO0ilWuXLlc2+TL3zO7d+8WNjY2okiRImL79u3Zyl+5ckVUrFhRAGL69OlZ/KSlpeXYBnPj888/F7a2tuLRo0dZdDx48EBcvnw5W/mEhATh5uYmChUqJBITE006ngXOCBPOMyl73CmYhZyWkssJS+gzVUxj+jXEl762utjJvV3JHWuoPyU3je8nNTWVa9eu8eWXX2oeW6hTpw4hISGaRx4MjWkNbUsbhBD8/vvvDBs2jJs3bwLQq1cvZs+erfX+T/pgDfVnbo2mjCeH3DRHn2lIHGNz7949Ro0axU8//QRk7ts2f/58OnfuLPsVduoDAVQqFfHx8fz9998cO3aM1NRUGjVqxE8//ZTlcT1TMWjQIGbOnKlZefXZZ5/len/Xr1/PO++8g5+fH/Pnz6dRo0a4uLjw77//cuHCBa5evcrp06c1uocMGcKxY8f4+eefqVatGp06daJ06dLcvXuXAwcOMHjwYMaPHw9kng7r6OjI3LlzefjwoWavuMDAQJycnJg9ezbHjh1jwYIFnDp1ihYtWvDo0SM2btxIYmIi3333HR4eHtk067q3lPpQioEDB2b7TF0vtra2+Pn5MW3aNJYtW8b//vc/nJ2d+f777/n444/x9fWlaNGimn0K7ezsqFy5MhEREVlWADZv3pzPP/+c7777jho1atCjRw/s7OzYtm0bpUuXxs3NLdsKr7zQpayLiwubNm2ie/fuNGrUiNatW+Pj44MkSURFRXHixAmePn2q2eOufPny9OjRg82bN1O/fn1at25NQkICe/bsoVixYtSqVYurV6++Mu6sWbNwdHRk6tSptGnThj/++EPzmPHt27epXr06VapU0RyOoQ3Dhw/X1LX6EJUZM2awatUqALp3707Hjh219pcT33//PW+++SZDhw5lz549eHt7c/LkSQ4dOoS3tzdTp07NUt7Ozo6VK1fSunVrunTpwgcffED58uXZu3cv586do3nz5nz55ZdZbHK7/h07djBx4kSaNm2Kvb09tWvX5v79+xw6dIh//vmH11577ZV7Fb7IgAEDSElJISgoiPfffx8fHx/eeustSpcuTWJiInfu3GHPnj08e/aMVq1aGeX7fvjw4dn2FLx//z7u7u5Mnz6dcuXK8e6777JmzRoGDhxI586dady4MW+++Sb29vZcuXKF0NBQ0tPTGTNmDGPHjtX40VWfEIJt27bRtGlTXF1duXLliuazqKgoGjZsSJ06dahVqxbly5cnISGB33//nYcPHzJ8+HCKFi1qtX0moKy4M/ZLWXGXM2fOnLG0hDyxhD5TxTSmX0N86Wuri50uZa1hVY+5kXteCqHkprH9PHnyRPTt21fY2dkJQLi4uIjFixdn+Su8MWLmh9yMiIgQ7du316y2qFmzptm0Krlp3nhyyE1z9Jm6lDdVW09JSRGzZ88WxYoVE4BwcHAQkyZNEklJSSaJZ0x4YfUVIOzt7UWpUqVE/fr1xcCBA8Xu3btFRkZGjramWHEnhBCtW7cWgChfvrxIT0/P8/4mJCSIqVOninr16omiRYuKwoULi0qVKon3339f/PDDD+LZs2dZyqtUKrF69WrRrFkz4ezsLBwdHUWlSpVEnz59xPnz5zXlzpw5I3bu3CkaN24sihYtqqmfF1fqPH78WIwYMUJUqVJF2NvbCxcXF9G2bVuxd+/ebDrVq72GDBmidT08fvxYODo6CgcHBxEbG5vt8xfr5Z9//hGSJAl3d3eRmpoqhBAiOjpavPPOOxrtNjY2omHDhiIsLEy89957Oa48ysjIEPPnzxfe3t7C3t5elC1bVvj7+4uEhARRrlw5Ub58ea31u7m5ab3iTp2bkZGR4vPPPxdVqlQRDg4OwtnZWXh5eYlPPvkk26qnxMREMWbMGE3ZChUqiKFDh4rHjx+Lt956S6sVd2qCg4MFIN544w1NXatXvVWpUkXraxbi/1d15fbKKf7LvGrFnRBC3L59W/Tr10+4u7uLQoUKCQ8PDzFs2LAsqyVf5tKlS6Jbt26iVKlSwt7eXlSrVk1MnjxZJCcn56rh5eu/ePGi+OKLL0SdOnVE8eLFha2trShevLho2LChmDx5snj8+PErry8noqKixNixY0XDhg1FiRIlhJ2dnXB2dhZ16tQRQ4YMEYcPHxZCZG33+q64y+v18gq327dvi+HDh4saNWqIYsWKCQcHB1GxYkXRr1+/HFeHnjlzRqcVdydOnBCAWLBgQbbre/z4sZg8ebJ4++23RdmyZYW9vb1wd3cXb7/9tli/fr1QqVTZbLRBl/KYeMWdxSe68ttLmbjLmfv371taQp5YQp+pYhrTryG+9LXVxU6XsnKdHLAkcs9LIZTcNJYflUol1q1bJ1577TUBCEmSxKBBg8TDhw9NEtOaczMxMVGMGzdO2NvbC0A4OzuL+fPna37gmQMlN80bz5K5aaitqXLTFHm5d+9e4e3trfnR17lzZ4MerbMEcs9Npc/UzVdqaqr49ttvhZOTk2Yydvz48VkmMZXxrPyRe14KoeSmMfyoH9dWP1qvjw5TjmdNPXGnHE6hYBby2vhUDlhCn6liGtOvIb70tdXFTu7tSu5YQ/0puWm4n4sXL9KiRQv69OlDdHQ0Pj4+/PXXX/zwww+ULl3aJDGtoW29jBCCTZs24e3tTXBwMKmpqXz66adEREQQGBiY58l7xsYa6s/cGk0Zz1K5aQxba8jNqKgoevToQZs2bQgLC6NatWrs2rWLbdu2UblyZbPrMQS556bSZ2rv6+DBg9StW5fhw4fz9OlTOnTowN9//83UqVOzPBqojGfljzXUn5KbhvvZunUrb7zxhubRen10WEOfmRvKHncKZiE5OdnSEvLEEvpMFdOYfg3xpa+tLnZyb1dyxxrqT8lN/fxkZGTwzz//MGPGDFauXIlKpaJUqVJMmDABDw8PKlWqRExMjNYx79+/b7LyCQkJOvk2BeHh4YwdO1azV1Tt2rWZOXMmDRo0ADC7Pl3r2xKYW6Mp4xnLtyF+9LU1VW4aIy+fP3/OkiVLmD9/PsnJyRQpUoThw4czZMgQHBwcZN/Gc0LuuWkJfaaKaUy/L/q6e/cukyZNYvv27QBUrFiR6dOn07ZtWyD79705ctPa+ky5Ife8BCU3jeFHvQ+i2kYfHaYcz5oaZeJOwSwULlzY0hLyxBL6TBXTmH4N8aWvrS52cm9Xcsca6k/JTd39qFQq5s6dy+jRo7O8Hxsby7Bhw4yiIb9z6dIl3nvvPUvLUFDIVyQlJTFt2jSmTZtmaSkKChpu3bpF7969LS1DQUFBIU+UiTsFs1CxYkVLS8gTS+gzVUxj+jXEl762utjJvV3JHWuoPyU3dfNz+vRp/P39OXXqFJB5OlrRokWxs/v/7l4IofOpjbra6FI+LS3NrI+hQqa+1NRUnj17lrnhL+Dg4ECRIkWwsbH8LiL63CNzY26NpoxnLN+G+NHX1lS5qW9eZmRk8OzZM9LS0oDMUzyLFi1q9hw3FXLPTUvoM1VMY/pNSUkhKSkJlUoFgL29PUWKFMHW1tZkOnSxk3ufKXfknpeg5KYp/MhtPBsbG6uTFp0x5QZ6BfGlHE6RM3I/IU85udL4vpRTZeWP3PNSCCU3tfXz6NEjMWjQICFJkgDEa6+9Jn766SfNKVqG6shPp8qeP39evPXWW5oN8n19fcXZs2fNquFVKLlp3njKqbLZ0TUvExMTxddff53lUJd58+aZ9VAXcyD33FT6zKzcvHlTdO7cWfN97+3tneNJtqbQoYxnzYfc81IIJTdN4Udu41lMfDiFsuJOwSw8ffrU0hLyxBL6TBXTmH4N8aWvrS52cm9Xcsca6k/Jzbz9ZGRksHTpUsaPH09cXBx2dnYEBQUxYcIEnJycjKZDVxs5tq3Hjx8zYcIEvv/+e1QqFW5ubsyaNYu+ffvKYpXdi8ix/l7G3BpNGc8UuWkuW0vnphCCLVu2MHz4cO7cuQNAv379mDFjBu7u7kaNJQfknptKn5lJcnIyM2fOZMaMGaSkpFC4cGGmTp1KQEAA9vb2ZtGhjGfNhzXUn5KbxvdT0MazysSdglnQtZM0N5bQZ6qYxvRriC99bXWxk3u7kjvWUH9Kbubu5/jx4/j7+3PhwgUAWrduzaJFi/D29ja6Dl1t5NS2MjIy+PHHHxk7diyxsbHY2toybNgwJk+eTPHixS0tL0fkVH+5YW6Npoxn7Nw0p60lc/PatWsEBASwf/9+AOrVq0dISAhvvvmm0WLIDbnnZkHvM4UQbN++naCgIM1pkH369KFHjx507tzZbDp0tZN7u5I71lB/BT03TeGnoI1nlYk7BbNQpUoVS0vIE0voM1VMY/o1xJe+trrYyb1dyR1rqD8lN7NTrFgxPvnkE9auXQuAh4cH8+bNo2vXrlrtw6GPDl1t5NK2/vrrL/z9/Tlz5gwAb7/9NosWLaJmzZoWVpY3cqm/vDC3RlPGM5ZvufeZhsR5kSdPnjBlyhQWLFhAeno6JUqUIDg4mEGDBmm1Z5g1I/fcLMh9Znh4OIGBgYSGhgKZp4OHhITQrFkzHjx4YDYd+tjJvV3JHWuov4Kcm6byU5DGswDyejZEId8SHR1taQl5Ygl9poppTL+G+NLXVhc7ubcruWMN9afk5v+TlpbGt99+y5tvvsnatWtxcHBgwoQJXLt2jW7dumm9ea4+OnS1sXTbevjwIQMGDKBJkyacOXOGcuXKsX79eg4cOCD7STuwfP1pg7k1mjKesXzLvc80JA5krmb66aef8Pb2Zu7cuWRkZDB48GAiIiIYMmRIvp+0A/nnZkHsMxMTExkzZgy1atUiNDQUFxcXFi1axNmzZ2nWrJnBGpXxrPyxhvoriLlpaj8FYTz7IsqKOwWzEB8fb2kJeWIJfaaKaUy/hvjS11YXO7m3K7ljDfWn5GYm+/fvJyAggGvXrgHQsWNH5s2bp9dfAvXRoauNpdpWeno63333HRMmTCAhIYFChQrx1Vdf8fXXX1OsWDGLaNIHJTfNG89YvuXeZxoS5+LFi/j7+3Ps2DEAGjduzOLFi3njjTf08metyD03C1KfKYRgw4YNjBgxgrt37yJJEgMGDCA4OBg3NzejaVTGs/LHGuqvIOWmufzk5/FsTigTdwpmQe5/hbWEPlPFNKZfQ3zpa6uLndzbldyxhvor6LkZFRXFiBEj2LRpE5C5ZP+zzz5j1KhRZtWhq40l7tuRI0fw9/fn8uXLALRr146FCxfi6elpdi2GouSmeeMZy7fc+0x9ysfFxTFx4kSWLFmCSqWidOnSzJo1i08++UR2h7qYA7nnZkHpMy9fvkxAQACHDx8GoGHDhoSEhNCoUSOja1TGs/LHGuqvoOSmOf3k1/FsbhS8HlfBInh5eVlaQp5YQp+pYhrTryG+9LXVxU7u7UruWEP9FdTcTElJITg4mOrVq7Np0yYKFy7M9OnTuXLlCn5+fmbToa+NOe/bvXv36N27Ny1atODy5ctUrFiRbdu2sXv3bquctAMlN80dz1i+5d5n6lJepVKxYsUKPD09CQkJQZIkAgMDiYiIwM/Pr0BO2oH8czO/95nx8fEMGzaMevXqcfjwYVxdXVm+fDknT57MddLOUI3KeFb+WEP95ffctISf/DaefRUFs9dVMDtRwW3cAAAgAElEQVSGbAprDiyhz1QxjenXEF/62upiJ/d2JXesof4KYm7u2rWLmjVr8vXXX5OUlESPHj0ICwtj3LhxODo6GqxPH3tdbcxx31JTU5k9ezZeXl78/PPPODo6MnnyZK5evUrnzp213vNPjii5ad54xvIt9z5T2/KnT59m6NChDBw4kJiYGJo3b865c+eYP38+Li4ueunML8g9N/Nrn6lSqVi1ahVeXl4sWLAAIQT+/v5EREQwYMCAV04kyz035d6u5I411F9+zU1L+skv41ltUR6VVTALsbGxlpaQJ5bQZ6qYxvRriC99bXWxk3u7kjvWUH8FKTcjIyMJCgpix44dAHh7e7No0SJat25tVH362OtqY+r7tnfvXgICAggPDwegS5cufPvtt1SqVMmkcc2FkpvmjWcs33LvM19V/tGjR4wbN44VK1YghKBs2bLMmTOHjz76yKonwo2J3HMzP/aZZ8+exd/fn5MnTwLQtGlTQkJCqFOnjlk0KuNZ+WMN9Zcfc9PSfvLDeFYXlBV3OSBJ0lBJki5JkvTkv9efkiS9b2ldCgoKCgr5j6SkJCZOnEiNGjXYsWMHTk5OzJkzh4sXL2abtCvo3L59m+7du9O2bVvCw8OpVq0au3fvZuvWrflm0k5Bwdykp6ezePFiPD09Wb58OXZ2dvTq1Yvw8HB69eqlTNopWISEhASGDBlCw4YNOXnyJO7u7qxdu5YjR47oNGmnoKCgkB9QVtzlzL/AaOA6mZOb/YBtkiS9IYS4ZFFlVkr16tUtLSFPLKHPVDGN6dcQX/ra6mIn93Yld6yh/vJzbgoh2Lp1K0FBQURFRQHQt29fZs6cyWuvvWYyffrY62pj7Dp8/vw5s2fP5n//+x/JyckULVqUCRMmMGzYMBwcHIwaSw4ouWneeMbyLfc+M6fyx44dw9/fn4sXLwLQtm1bFi5cSHR0tFWdxGwu5J6b+aHPzMjIYNmyZYwbN464uDjs7OwIDAxk4sSJODs7m12jMp6VP9ZQf/khN43ttyCOZw1BWXGXA0KI7UKI3UKIG0KICCHE18BTwNfS2qwVOS0zzQll+bLxfSmPFsgfa6i//JqbYWFhtGvXju7duxMVFUWdOnU4evQoa9asyXPSzhj6rO3Rgh07dlCjRg0mTpxIcnIyH330EWFhYYwePTpfTtqBkpvmjieHx37M/ahsdHQ0ffv2pVmzZly8eJHXX3+drVu38scff8hqM265IffctPY+888//6Rhw4Z8/vnnxMXF8c4773Dx4kXmzJmj96SdoRqV8az8sYb6s/bcNIXfgjaeNRSrnLiTJKmHJEmLJEk6+t+jrEKSpHWvsCkvSdKPkiTdkyQpRZKkW5IkzZckqcQr7GwlSfoIKAacMOZ1FCQePnxoaQl5Ygl9poppTL+G+NLXVhc7ubcruWMN9ZffcvPp06eMGjWKWrVqsXfvXlxcXFi8eDFnzpyhadOmZtGnj72uNsaowxs3btChQwc6derEzZs3qVGjBgcPHuSXX36hfPnyBvuXM0pumjeesXzLvc+EzFOY586di6enJ+vWrcPBwYFJkyZx9epVunTpojwW+wrknpvW2mc+ePAAPz8/3nzzTc6fP0+FChWYPHkye/fuxcfHx6IalfGs/LGG+rPW3DSl34IynjUW1vqo7HigDpBI5mOt3nkVliSpCpmTbm7AdiAMaAQEAu9KkvSWECL2JZtawJ+A439xugohLhv5OhQUFBQUCgBCCPbt28fHH39MdHQ0kiQxcOBAgoODKV26tKXlyYpnz57xv//9j9mzZ5OamoqzszNTpkzhiy++oFChQpaWp6Bgtezbt4+BAwdy+/ZtADp16sS8efOoXLmyhZUpFFTS0tJYvHgxkyZN4smTJ9jb2zNy5EjGjh3L6dOnlYlkBQUFhf+w1om7IDIn7G4ALYCDryi/hMxJuy+FEIvUb0qS9O1/vqYDQ16yCQfqAsWBHsBqSZLeFkJcMcoVFDA8PT0tLSFPLKHPVDGN6dcQX/ra6mIn93Yld6yh/vJDbl66dImAgACOHDkCQMOGDQkJCaFRo0Z6+TNUnz72utroE0MIwZYtWxg+fDh37twBwM/PjxkzZlCmTBmd/VkzSm6aN56xfMu1z4yKiuKrr75i8+bNAFStWpUFCxbQvn17vWIWZOSem9bUZx46dIiAgACuXMn8adW+fXsWLFhA1apVDfJrTI2G2CrjWfNhDfVnTblpLr/5dTxrKqzyUVkhxEEhxHUhhHhV2f9W27UFbgGLX/p4EvAM6CtJUtGXYqT+t8fdWSHEWOACmZN8Cnrw9OlTS0vIE0voM1VMY/o1xJe+trrYyb1dyR1rqD9rzs34+HgCAwOpX78+R44coUSJEixfvpyTJ0/qPWlnDH362Otqo2v5q1ev0qZNG3r27MmdO3eoX78+J06cYOXKlQVu0g6U3DR3PGP5lluf+fz5c6ZPn463tzebN2+mSJEiBAUFceXKFWXSTk/knpvW0Gf++++/fPTRR7Rs2ZIrV65QuXJlduzYwc6dOzWTdvr4NaZGY9gq41nzYQ31Zw25aW6/+XE8a0qscuJOR1r+9+8eIYTqxQ+EEE+B40ARoMkr/NgA+XMXbDMQHR1taQl5Ygl9poppTL+G+NLXVhc7ubcruWMN9WeNualSqfjxxx/x9PRk4cKFCCHw9/dn9erVDBgwABsbw7peQ/XpY6+rjbblnzx5wnfffUedOnXYv38/JUuW5Pvvv+fUqVP4+hbc86CU3DRvPGP5llOfuXPnTmrWrMn48eNJTk7mgw8+ICwsjE6dOuXbQ13MgdxzU859ZkpKCjNmzMDLy4sNGzZQuHBhpk6dyt9//02HDh309mtMjca0Vcaz5sMa6k/OuWkpv/lpPGsOCsLEnfporIhcPr/+37+adZCSJM2QJKmZJEkVJUmqJUnS/4C3gZ9MJ1NBQUFBwdo5c+YMvr6+DBgwgEePHtG0aVPOnTvHokWLcHJysrQ82SCEYN26dXh5ebFx40YyMjIYPHgwERERDB48GFtbW0tLVFCwSiIjI+nYsSMdOnQgMjISHx8f9u/fz4YNG6hQoYKl5SkUUP744w9q1arF2LFjSUpKonv37ly7do3x48fj6OhoaXkKCgoKskfS4mlTWSNJ0ttk7nH3kxCiTw6f/wAMAgYJIZbn8Pl0YBwwTgjxv//eW0XmSj13IAG4BMwWQoTmouEz4DOA0qVLv7Fx40bDLyyfkZaWJutNxS2hz1QxjenXEF/62upip0vZxMREihUrprOe/Izc8xKsJzcTEhJYtmwZu3btQghByZIlGTJkCK1bt9Zsrm2sazHUjz72utrkVf7GjRssWLBAs6+Rl5cXQUFBeHl55Vi+IKLkpnnjySE3De0znz9/zs8//8z69etJS0ujSJEi+Pn50bVrV+zs7LKVfxVKn5kzcs9NufWZ0dHRLF68mOPHjwPg4eFBQEAADRo0MMivMTWaylYZz5oPueclyC835eDX2sezL9OyZcuzQohXf7npixDCql9kroQTwLpcPv/hv88H5vL59P8+H2sMPZ6enkIhOzdu3LC0hDyxhD5TxTSmX0N86Wuri50uZQ8ePKiHmvyN3PNSCPnnZnp6uli8eLEoUaKEAISdnZ0YMWKESEhIMMivsfQZy15Xm5zKx8bGiqFDhwobGxsBCDc3N7Fq1Sqxf/9+nfXkd5TcNG88OeSmvrbXr18XW7ZsER4eHuK/8az45JNPRHR0tEFxlD4zZ+Sem3LpM5OSksSkSZOEo6OjAESxYsXE7NmzRUpKikF+janR1LbKeNZ8yD0vhZBPbsrJr7WOZ3MDOCNMOO9VEB6VTfjv3+K5fK5+P94MWgos6hMC5Yol9JkqpjH9GuJLX1td7OTeruSONdSfnHPz+PHjNGjQgKFDhxIXF0fr1q25dOkSs2fPxtnZWW+/xtJnTHtdbV4sr1KpWL58OV5eXixevBhJkhg2bBgRERH069fP4D3/8iNKbpo3nhxyUx/bsLAwevXqRffu3YmKiqJu3bocO3aM1atX4+7ubnSNCvKvP0v3mUIItm3bho+PD9988w3Pnz+nd+/ehIeHM2LECOzt7fXya0yN5rJVxrPmwxrqz9K5KUe/1jaetTR2ry5i9YT/929uZ/lW++/f3PbAU1BQUFBQ0HD//n1Gjx7NmjVrAKhQoQLz5s2jW7dumsdiFTI5deoU/v7+nD59GoAWLVoQEhJCzZo1LaxMQcF6efr0KVOnTmXevHmkp6dTokQJpk+fzmeffabsD6lgMSIiIggMDOSPP/4AoHbt2ixatIjmzZtbWJmCgoKC9VMQJu4O/vdvW0mSbMQLJ8tKkuQEvAUkASctIa6gULFiRUtLyBNL6DNVTGP6NcSXvra62Mm9Xckda6g/OeVmWloaISEhTJo0iadPn2Jvb8+oUaMYO3YsRYoU0duvsfSZ0l5XGycnJwYOHMiKFSsAKFeuHHPnzuWDDz5QJje1QMlN88aTQ25qYyuE4Oeff2bkyJFER0cjSRK9evVi4cKFuLq6mlyjgvzrzxL6SpcuzdixY5k7dy5paWkUL16cadOmMWTIkCz7K+qKMp5V0BZrqD85jWfl4tcaxrNyalv5fuJOCBEpSdIeoC0wFFj0wsffAEWBpUKIZ5bQp6CgoKAgfw4cOEBAQABXr14FoEOHDsybN4+qVataWJm8SE9P5/vvv+frr7/myZMnFCpUiOHDhzN+/HhlM20FBQO4ePEiAQEBHD16FIDGjRsTEhKCq6ur1pN2CgrGRAjBxo0bGTZsGPfv3wdgwIABBAcH4+bmZmF1CgoKCvkLq5y4kySpC9Dlv/+qN/Hw/e80WIAYIcSIF0y+AE4ACyVJege4BjQm8+TYCOBrI2jqCHR0dXXlwYMHxMbG8vDhQwA8PT15+vQp0dHRAFSpUoXU1FTNM9Pqmdxbt24BmY9d2dvbExkZCcBrr72Gk5MTERGZT/O6ublRqlQprl27BkCpUqUoU6YM4eHhZGRk4OLiwmuvvUZkZCSpqak4OTlRvnx5bt26RXJyMoULF6ZixYr8+++/mlUjVapUITo6mvj4eGxtbfHy8tJcB0D16tUNuqa7d+9ia2sr22u6cOECH3zwgVnv040bN+jYsaPRr+nQoUMarYa2vaioKOzt7fW6T6dOnaJZs2Y6X1NMTAxPnz7Vqu1duHCB7t27a3VNFy5ckGXbM8Z90veafv/9d2rWrCnra9q2bRt169Y1633av38/devWpXr16ly5coVp06Zx6NAhIPNEvCFDhuDr64uDgwORkZFmyacXr2nXrl34+PiY9TtCfR/yanuXLl1i8eLFmutr0KABEyZMoEmTJpw/fz7Xa3r8+DF//fWX7NqeJb8jHj9+TFJSkqyv6e7du8TGxuaLccSff/6Jr6+vwW0vJiaGlJQUve7ThQsXeO+997Jdk62tLWPHjmX79u2oVCpKlSrFoEGDaNOmDXZ2dpw7d4579+5p3fbu379PfHz8K69J3WfKse1Z8jsit/skl2vavXs3devWNfl9iomJYd68eZw4cQIAHx8f5syZQ8mSJbl69Sr//POPRfPp5Wu6cOECbdu2NWufe+HCBXr16qVV29uxYwd169bV6ppiYmI0YxI5tT1Lfkfcvn2bBw8eyPqawsLCNOXNdZ+M+ZvQWPlkzHGEPt8RZ8+e1fxfm7Z348YN7ty5o9U1mRxTnnxhqhcwmf9OzsrldSsHmwrASiAaSAVuA/OBEsbUppwqmzNyPwHJEvpMFdOYfg3xpa+tLnamKltQsIY6sVRuPn/+XAQHB4siRYoIQBQuXFhMmzZNJCcnG+TXWPrMbZ+Xzd27d0Xv3r01ffDrr78upk6dKlQqlcn05HesoU7MrdGU8eSQmy/bZmRkiOXLlwtXV1cBCBsbG/Hll1+KuLg4g2JqW94a2qAlkHu9mFpffHy8GDZsmLC1tRWAKFWqlPjqq69ERkaG0WMp41nDyxYUrKFOlN+axvdj7PGsoeUx8amyVrniTggxmczJO11s7gCfmkKPwqupUKGCpSXkiSX0mSqmMf0a4ktfW13s5N6u5I411J8lNN68eZNBgwZx48YNAHr06MHcuXPx8PAwyK+xrsVQP/rY52STmprKwoUL+eabb0hMTMTBwYExY8YwevRo7t27p+xlZwBKbpo3nhxy80Xb06dP4+/vz6lTpwBo3rw5ixYtonbt2gbHtIa2JWfkXn+m0qdSqVi7di2jRo3i4cOH2NjY8MUXXzB16lTi4uJMcjq4Mp5V0BZrqD/lt6bx/RhrPGvsGKbCKifuFKwPXY5/twSW0GeqmMb0a4gvfW11sZN7u5I71lB/5tR48+ZNgoKC+O233wDw9vZm0aJFtG7d2ij+jXUthvrRx/5lm3379hEQEEBYWBgAnTt35ttvv6Vy5cpG0VjQsYb6M7dGU8aTQ27a29sTExPDuHHjWL58OUIIypYty5w5c/joo49ynQjXNaY1tC05I/f6M4W+c+fO4e/vz59//gnAW2+9RUhICHXr1gXg2TPTbBOujGcVtMUa6k/5rWl8P8YYz5oihqkw/p9HFBRyQP18vFyxhD5TxTSmX0N86Wuri53c25XcsYb6M4fGpKQkJk2ahI+PD7/99huFCxdmzpw5XLx40WiTdmC8azHUjz72L+7T16NHD9q0aUNYWBjVqlVj165dbNu2TTNpZwyNBR1rqD9zazRlPEvnZkZGBnPnzsXT05Nly5Zha2vLqFGjCAsLo1evXnmuXtU1pjW0LTkj9/ozpr7Y2Fg+//xzGjRowJ9//om7uztr167l6NGjmkk7Y8d8EWU8q6At1lB/ym9N4/sxZDxryhimQllxp6CgoKBQIBFCsG3bNoKCgrh9+zYAffr0oXPnzvTo0cPC6uRFamoq06ZNIzg4mOTkZIoUKcKECRMICgrCwcHB0vIUFKyW48eP4+/vrzkMok2bNixcuBBvb28LK1MoqGRkZLB8+XLGjRvH48ePsbOzIzAwkIkTJ+Ls7GxpeQoKCgoFEmXiTsEsvPbaa5aWkCeW0GeqmMb0a4gvfW11sZN7u5I71lB/ptIYHh7Ol19+yZ49ewCoXbs2ISEhNGvWjPDwcJPENNa1GOpHV/vff/+dL774QnNK14cffsjs2bPz3PfDGtqWnLGG+jO3RlPGs0RuRkdHM3r0aNauXQtA2bJlCQkJoUuXLjrtD6mrdmtoW3JG7vVnqL4///wTf39/zp07B0CrVq1YtGgRPj4+JotpDr/KeDZ/Yw31p/zWNL4ffeytuc9UJu6MhCRJHYGOrq6ummOL5XRMtqWP/ra3t+fOnTuyvaaYmBicnJzMep9SU1NxcXEx+jVFR0drrsHQtmdjY6P3fbp37x6JiYk6X1Px4sW5fPmyVm0vJiaGIkWKaHVN6tUMcmt7xrhP+l5TWFgY0dHRsr6my5cvEx0dbbT7FB4eznfffcfmzZtJT0/HycmJTz/9lC5duuDl5cXly5cJDw8nOjra6NdkSD69eE3Xr18nOjra5N8Rd+/e5ccff+TAgQOa65s6dSotWrQgMjKSyMjIXNue+r5pc02PHz/mr7/+kl3bs+R3RIkSJbh69aqsr8nR0ZGzZ8/mi3HEnTt3iI+PN7jtOTs7a74/crumtLQ05s2bx+rVq0lKSsLBwYEPP/yQtm3b4uPjQ3R0tE7XJEkSJ06c0LrtFS1alAsXLrzymtR9phzbniW/I2JiYgBke03q715d71OhQoVYuHAhGzduBMDd3Z2pU6dSpUoVHj58SEZGhtHHe8bIJ23bXkxMDBkZGWbtc2NiYnBxcdGq7anvmzbXFBMTw6FDh2TX9iz5HWFnZyf7cURaWprmvpnrPhnzN6Gx8smY4wh9viOePHmiuQ/atD0hBEePHtXqmkyOKY+sLYgvT0/P7GcDK8j+mG7liG7j+9LXVhc7U5UtKFhDnRhLo0qlEj///LMoW7asAIQkSWLgwIHi4cOHJotpKr+G+nmVfWJiovj666+Fvb29AISzs7MYOnSoSE1NNYlGa2iH5sYa6sTcGk0Zz1y5uW/fPlG9enUBCEB06tRJREZGGqRBVztty1tDG7QEcq8XXfWlpaWJ+fPnC2dnZwEIe3t7MW7cOJGYmGiymJbwq4xn8zfWUCfKb03j+9HH3lR9phBCAGeECeeZlBV3CgoKCgr5msuXL+Pv78+RI0cAaNiwISEhITRq1MjCyuSFEIItW7YwfPhwzV8r+/Xrx4wZMwgLC6NQoUIWVqigYJ1ERUUxYsQINm3aBEDVqlVZsGAB7du3t7AyhYLMoUOHCAgI4MqVKwC89957LFiwgGrVqllYmYKCgoLCyyinyiqYBTc3N0tLyBNL6DNVTGP6NcSXvra62Mm9Xckda6g/QzTGx8cTGBhIvXr1OHLkCK6urixfvpyTJ0/mOWkn99w01E9O9teuXaNNmzb07NmTO3fuUK9ePY4fP86qVatwd3fXOaY1tC05Yw31Z26NpoxnqtxMSUkhODiY6tWrs2nTJooUKUJwcDBXrlzJNmlnjj7TkDgKmci9/rTR9++//9KrVy9atmzJlStXqFSpEr/99hs7d+7Ua9JO7n2mob6U8az8sYb6U35rGt+PPvbW3GcqK+4UzEKpUqUsLSFPLKHPVDGN6dcQX/ra6mIn93Yld6yh/vTRqFKpWL16NaNHj+bRo0fY2Njg7+/PlClTKFGihEliaoOx/Brq50X7J0+eMGXKFBYsWEB6ejolSpQgODiYQYMGYWtrq3dMa2hbcsYa6s/cGk0ZzxS5uWvXLgIDA7lx4wYAH3zwAXPmzMn1UBdz9JmGxFHIRO71l5e+1NRU5s2bx9SpU3n27BmOjo6MGzeOkSNH4ujoaJKYhqCMZxW0xRrqT/mtaXw/+thbc5+prLhTMAvqTR7liiX0mSqmMf0a4ktfW13s5N6u5I411J+uGs+cOcObb75J//79efToEU2bNuXcuXMsWrRIq0k7fWJqi7H8Gurn2rVrCCH46aef8Pb2Zu7cuWRkZDB48GAiIiIYMmRIlkk7fWJaQ9uSM9ZQf+bWaMp4xszNyMhIOnXqxPvvv8+NGzfw8fFh//79bNiwIc+TmM3RZxoSRyETuddfbvpCQ0OpVasWY8aM4dmzZ3Tr1o1r164xYcIEgybt8oppKMp4VkFbrKH+lN+axvejj70195nKijsFBQUFBasnJiaGr7/+mmXLliGEwN3dndmzZ9O7d28kSbK0PFlx48YNJkyYwLFjxwBo3Lgxixcv5o033rCwMgUF6yUpKYkff/yRjRs3kpKSgpOTE5MnTyYg4P/YO/O4qsrt/78P4FFUnCAJFaPQg5JmzkNqWl6Nq3azrH6WmZWVA6io5YxT5jyC5lDXtK5dtXLIymu3nHJA0VARBCVJQARlEhQZztm/P/hybqUS55x99nmOPO/Xiz/KvT5rPWs/az+Lhz2EyPdDShxGUlISoaGh7NixA4CAgABWrlxJ7969HRyZRCKRSCxBbtxJNEGk20zvhrx9WX0t+WiB+DhD/v4qRqPRyPr165k6dSpZWVm4ubkxZswYwsLCqFWrll18WoujHy3Izs4mLCyM1atXYzKZeOCBB1i4cCFDhgzBxaX8G/Cd+dECZ8QZ8icflS1FURS2b99OaGgoly9fBuC1115jwYIF+Pj42D0GWZvaInr+yuIrKChg4cKFzJ8/n9u3b1OjRg1mzJjBmDFj0Ov1dvGpNrKflVQUZ8if/F1TfZ3K9qis3LhTCZ1O1x/o7+XlRXp6OpmZmWRkZABgMBjIy8sjLS0NAH9/f4qKisxf7fPz8wNK/yoG4Ovri16vJzExEQAfHx88PDxISEgASl+S6Onpab5109PTE29vb+Lj4zEajdSpUwcfHx8SExMpKirCw8ODRo0akZSUREFBAe7u7vj5+ZGSkkJeXh56vR5/f3/S0tLIycnB1dWVgIAA8zgAmjdvbtOYqlevTnJysrBjys7OxtPTU9PzZDKZSE9PV31MOTk57N+/X5W5p9fruXLlilXnKT09naKiIovHVK9ePc6ePVuhuZednU2dOnUqNKbo6Ggh554a58naMV2+fJnMzEyhx3Tx4kUyMzPvOqbLly8TGhrKhQsXAOjWrRvvvvsuDRs25MKFC1aPqcyn2mOypZ5+P/dSUlLIzMys8JjS0tL4/PPPWb9+Pbm5ubi6uvLCCy8wdOhQ2rRpw4ULF/5yTGU5qejcKzu+ImPKysoiMjJSuLnnyGuEl5cXsbGxQo+pRo0anDx58r7oI65cucKtW7csPk9ubm5MnDiRI0eOAKV3M4WFhdGgQQPi4+MpKSmp8HnKzs5Gr9dbPCY3NzeOHDlS4blXq1YtoqOj//I8la2ZIs49R14jrD1PWo3pwoUL7Ny5k3Xr1pnH8/TTT/PBBx/w4IMPmueqmufJ2n7vr8ZUr1494uPjVZl72dnZuLq6arLmlo0pOzub+vXrV2jula2ZFRnT9evXzX2+SHPPkdeIqlWrCt9H6HQ683nT6jyp+TuhWvWkZh9hzTWipKTEnJOKzD0XFxcOHTpUoTHZHUVR5I+KPwaDQZHcycGDBx0dQrk4Ij57+VRT1xYta20tsbPk2H379lkRzf2N6HWpKHePMS0tTRkyZIgCKIDi6+urbNu2TTGZTHbzKZKuJTqRkZFK+/btzbnq3r27smHDBrv6tPR4WZt34qy16az+LNW+ceOG8t577ylubm4KoNSpU0dZtWqVTXNZizXTkuNlXd4dkWszPj5e6dixo/l637JlS+XAgQN29yv6mmmrluxnxUfkuixD/q6pvo419vbsZ4EoxY77TPLjFBJNMBqNjg6hXBwRn718qqlri5a1tpbYiT6vRMcZ8vf7GIuLi1m2bBkGg4FNmzah1+uZOnUqcXFxDBw4ULV32YlemxXRuXbtGsOGDaNjx46cOHGCBg0asHnzZvbv32VacQ4AACAASURBVG/+C6TaPm05XvJHnCF/WsdoT38V1VYUhc2bNxMQEMCiRYswGo28/fbbJCQkMHLkSE1isNXOGeaWyIiYv/z8fCZPnkyLFi2IjIykdu3arFy5klOnTtG9e3e7+xd9zbRVS/az4uMM+ZO/a6qvY429M6+Z8lFZiSbUqVPH0SGUiyPis5dPNXVt0bLW1hI70eeV6DhD/spi3LdvH8HBwcTGxgLw97//nRUrVtCkSRO7+RRVtzydkpIS1q5dy7Rp08jJyaFKlSqEhoYybdo0PDw8rI7DUhtnmFsi4wz50zpGe/qriPaZM2cICQnh4MGDAHTo0IGIiAjat2+vSoxarJm2+JGUIlL+FEVh69atjB8/ntTUVAD+8Y9/sG7dOurXr69ZHKKvmbZqyX5WfJwhf/J3TfV1Kls/KzfuJJpgyQuaHYEj4rOXTzV1bdGy1tYSO9Hnleg4Q/5MJhMvv/wyW7duBeCRRx5hxYoV9OvXz24+Ra/Ne+n8/PPPBAcHc/r0aQB69+7NypUrCQgIsDkOS22cYW6JjDPkT+sY7emvPO2cnBxmzJjBqlWrMBqNPPDAA8yfP5+hQ4fe8VEX0ddMW/xIShElfzExMYSEhJjf1dS2bVtWrVqFn5+fppt2IP6aaauW7GfFxxnyJ3/XVF+nsvWz8lFZiSaUvdhSVBwRn718qqlri5a1tpbYiT6vREfk/BUWFjJv3jyeeOIJtm7diru7O3PmzOHcuXN23bQD8WvzzzppaWm89tprdOvWjdOnT/PQQw+xfft29uzZc8emnbVxWGoj8txyBpwhf1rHaE9/d9M2mUxs2LABg8HAypUrURSFkJAQ4uPjefPNN+/6JWbR10xb/EhKcXT+cnNzGTduHI8//jj79+/H09OTdevWERkZSceOHWU/awct2c+KjzPkT9am+jqVrZ+Vd9xJNKGoqMjRIZSLI+Kzl081dW3RstbWEjvR55XoiJq/PXv2MHr0aPPXYl944QWWLFnCQw89pIl/0WuzTKe4uJiVK1cyc+ZM8vPzqVq1KpMmTeL999+nevXqqsZhqY2oc8tZcIb8aR2jPf39WTsqKorg4GAiIyOB0i9WR0RE8Nhjj9ktRi3WTFv8SEpxVP5MJhOff/4577//Punp6bi4uDBy5EjmzJlDvXr1HBqf6GumrVqynxUfZ8ifrE31dSpbPys37iSaUPZuJVFxRHz28qmmri1a1tpaYif6vBId0fJ36dIlQkND2blzJwDNmjUjODiYUaNGaRqH6LXp4eHBf//7X0aPHm3+ZP2zzz7LsmXLeOSRR+wSh6U2os0tZ8MZ8qd1jPb0V6Z9/fp1pkyZwscff4yiKPj4+LB48WIGDRpUoY/fiL5m2uJHUooj8vfLL78QHBzMkSNHAOjSpQsRERG0bt36jmNlP6u+luxnxccZ8idrU32dytbPyo07iSY0atTI0SGUiyPis5dPNXVt0bLW1hI70eeV6IiSv4KCAhYsWMD8+fMpLCykZs2azJgxg9GjR5Odna15PCLX5uXLl5k5cya7d+8GoEmTJqxYsYK///3vdo3DUhtR5paz4gz50zpGe/rz8fFh9erVTJs2jezsbNzc3AgNDWX69OkWNe2ir5m2+JGUomX+srKymDZtGmvWrEFRFLy9vVm0aBGDBw++50ay7GfV15L9rPg4Q/5kbaqvU9n6WblxpxI6na4/0N/Ly4v09HQyMzPJyMgAwGAwkJeXR1paGgD+/v4UFRWRnJwMgJ+fHwBJSUkA+Pr6otfrzc9U+/j44OHhQUJCAgD169fH09PTfKeFp6cn3t7exMfHYzQaqVOnDj4+PiQmJlJUVISHhweNGjUiKSmJgoIC3N3d8fPzIyUlhby8PPR6Pf7+/qSlpZGTk4OrqysBAQHmcQA0b97cpjFlZmbSoUMHYccUGxvLc889p+l5Sk5Opnfv3qqPad++fTz44IOqzL2MjAy6du1q1XmKjo6mY8eOFo8pPz+fRo0aVWjuxcbG0r9//wqNKTo6Wsi5p8Z5snZMu3btomnTpg4bk6Io/Otf/2LVqlVcvXoVgF69evHuu+/SsmVLrl+/zo4dOwgMDNT0PB06dIjAwEDVz5Mt9ZSfn8+OHTv49NNPKSgooFq1arzxxhtMmjSJa9eusX//frteI7777jsCAwMrPPe++uorAgMDK3SesrKyiIyMdPp6UvMacevWLfz8/IQeU2ZmJt7e3k7fR+zcuZM5c+aQkpIClH4tdtSoUTRp0oRbt26RmJhY4THl5+fTtGlTq85TbGwsTz/9tMVjunLlCnXq1Knw3MvJyaFBgwZ/OaayNVPEuefIa4S158mSMbm6uhIZGcncuXPNY3r77bd57bXXKCoq4sCBA/cc048//khgYKCm58nafs+e9fTnMcXGxtKjRw+rztPu3bvx9/e3eEyxsbG88MILFZp7//nPfwgMDKzQmK5fv27+KImz15Na14j09HQ8PT2FHlNSUpL5NSZanSc1fydUq57U7COsuUacO3eOWrVqVXjupaSkULNmzQqNye4oiiJ/VPwxGAyK5E727dvn6BDKxRHx2cunmrq2aFlra4mdvY6tLDgyJ+fPn1f69OmjAAqgPPbYY8qBAwfuOE7WpqLs3r1b8ff3N+eqR48eyuXLlzWNw1IbWZu24Qw50TpGtf2lpaUpQ4YMMddV48aNla+++koxmUxWa4q+ZlpyvDPMQUdg77wcPXpUadu2rXle9uzZU4mJiamwvVwz1deS/az4OENOZG2qryNaPwtEKXbcZ5J33Ek0wd3d3dEhlIsj4rOXTzV1bdGy1tYSO9Hnleg4In/5+fl88MEHLF26lOLiYmrXrs0HH3zA8OHDcXO7c0mqzLWZmJjI2LFjzY/FBgYGEh4eTo0aNfD19dUsDmtsZG3ahjPkT+sY1fJXXFxMREQEM2bMIC8vj6pVq/Lqq68SHh5e7kdd7B2jFmumLX4kpdgrf+np6UyePJkNGzYApY9nLVmyhBdffLFC71e0d3yO8Cn7WUlFcYb8ydpUX6ey9bNy406iCWW3qoqKI+Kzl081dW3RstbWEjvR55XoaJk/RVHYsmUL48eP58qVKwC89dZbfPjhh9SvX/+edpWxNm/dusW8efNYtGgRhYWFeHh4MGvWLIKDg6lSpQrp6emaxGGLjaxN23CG/Gkdoxr+fvrpJ0JCQoiNjQWgf//+LFu2jJo1a9q8aQfir5m2+JGUonb+SkpKWL16NWFhYeTm5qLX65kwYQJTpkyhRo0aDo/PkT5lPyupKM6QP1mb6utUtn7WxdEBSCoHZe+OERVHxGcvn2rq2qJlra0ldqLPK9HRKn9nz56lZ8+eDBo0iCtXrtCuXTuOHTvGxx9/XO6mnZYxauHzr3QVReGrr76iefPmfPDBBxQWFjJkyBASEhIIDQ2lSpUqqsRnjb2lNrI2bcMZ8qd1jLb4S05O5uWXX+bpp58mNjYWf39/du/eza5du/D391dtLKKvmbb4kZSiZv4OHDhA69atGTNmDLm5uQQFBRETE8PcuXOt2rRTOz5H+5T9rKSiOEP+ZG2qr1PZ+lm5cSfRhLy8PEeHUC6OiM9ePtXUtUXLWltL7ESfV6Jj7/zl5OQwduxYWrduzYEDB/D09GTdunVERkbSsWNHIWLU0md5unFxcfTu3ZuBAwdy+fJlHn/8cX7++Wc2btxofrGwWvFZY2+pjaxN23CG/GkdozX+CgsLmTdvHs2aNWPr1q24u7szd+5cYmJi6Nu3r03aasVoq62sTW1RI3+pqam88sor9OjRg5iYGB5++GF27drFt99+S9OmTR0enyg+ZT8rqSjOkD9Zm+rrVLZ+Vj4qK9EEvV7v6BDKxRHx2cunmrq2aFlra4md6PNKdOyVP5PJxKZNm5g4cSIZGRm4uLgwatQoZs+eTb169YSI0RE+76abl5fH7NmzWb58OSUlJdStW5e5c+fyzjvv4Orqapf4rLG31EbWpm04Q/60jtFSf99//z2jR4/m4sWLALz44ossXryYxo0b26ytVoxq2Mra1BZb8ldUVMTy5cuZPXs2N2/epFq1akyZMoUJEyao9h6l+33NdISW7GfFxxnyJ2tTfZ3K1s/KjTuJJvj7+zs6hHJxRHz28qmmri1a1tpaYif6vBIde+Tv5MmTBAcHc+zYMQCeeOIJIiIiePzxx63Su19rU1EUNm/ezHvvvUdaWho6nY533nmHuXPn4uXlZdf4rLG31EbWpm04Q/60jrGi/n799VdCQ0PZtWsXAM2bNyc8PJynn37aZm21YlTTVtamtlibv7179xISEkJCQgIAAwYMYOnSpaq/P+l+XTMdqSX7WfFxhvzJ2lRfp7L1s/JRWYkmpKWlOTqEcnFEfPbyqaauLVrW2lpiJ/q8Eh0185eZmcnw4cNp3749x44d48EHH+Szzz7j0KFDVm/aqR2jo32W6Z4+fZonn3ySwYMHk5aWRseOHTl+/Dhr1679y007NeKzxt5SG1mbtuEM+dM6xr/yd+vWLWbMmEFgYCC7du3Cw8ODJUuWcPr06XI37SqirVaM9rCVtaktluYvKSmJ559/nj59+pCQkIDBYGDPnj18/fXXdnnp+f24ZjpaS/az4uMM+ZO1qb5OZetn5R13Ek3IyclxdAjl4oj47OVTTV1btKy1tcRO9HklOmrkz2g0sn79eqZOnUpWVhZubm6MGTOGsLAwatWqJUSMovhMTk7mk08+YfXq1ZhMJh544AEWLFjA66+/jotLxf+OZmt81thbaiNr0zacIX9ax3gvf4qisGPHDkJDQ/ntt98AeO2111iwYAE+Pj42aasVoz1tZW1qS0XzV1BQwKJFi5g3bx63b9+mRo0ahIWFMXbsWLs+enU/rZmyn5VUFGfIn6xN9XUqWz8rN+4kmnCvdzWJgiPis5dPNXVt0bLW1hI70eeV6Niav6NHjzJq1Ch++eUXAJ566inCw8MJDAxUIzzg/qhNk8nEhg0bGD9+PLm5ubi4uDB69GhmzZpFnTp1NI/PGntLbWRt2oYz5E/rGO/mLz4+ntGjR7N3714AWrVqRUREBF27drVZW60Y7W0ra1Nb/ip/iqLwzTffMHbsWC5dugTAoEGDWLRoEQ0bNnR4fM7kU/azkoriDPmTtam+TmXrZ3WKojg6hvsCnU7XH+jv5eX1dkxMDJmZmWRkZABgMBjIy8sz32rp7+9PUVERycnJAOZb5ZOSkgDw9fVFr9eTmJgIgI+PDx4eHub3YtSvXx9PT0/i4uIA8PT0xNvbm/j4eIxGI3Xq1MHHx4fExESKiorw8PCgUaNGJCUlUVBQgLu7O35+fqSkpJCXl4der8ff35+0tDRycnJwdXUlICCA9PR0MjMzgdJ3xNgypurVq5tjEnFM2dnZdOzYUdPzZDKZePTRR1UfU0JCAkajUZW5p9fr8fPzs+o8paen07hxY4vHVK9ePUwmU4XmXnZ2Nu3atavQmL766isef/xx4eaeGufJ2jFFRUVRo0YNi8eUm5vLF198wZYtW8z+5s6dS+fOnbl27ZqqY4qMjKRu3bqanqeLFy9St25dVc5TXFwc7733HufPnwegU6dODBs2DH9/f6vHdOrUKdzd3TW9Rvzyyy/UrVu3wnPvyJEj1K1bt0Jj+u2332jYsKHT15Oa1wgvLy9cXFyEHlONGjUoLCx0SB9x69Yttm/fzsaNGykuLqZmzZqMHTuW4cOHc+HCBYvHdOXKFRo0aGDz3KtXrx5Vq1a16jxlZ2cTGBho8Xlyc3Pjxo0bFZ57tWrVoqSk5C/HtHfvXh5//HEh554jrxHlnacffviBiIgIIiMjAXj44YcZPXo0PXr00GxMsbGx1K1bV9PzZG2/Z896+vOYsrOzCQgI0HTNzc7OpkuXLhWae2fOnKFu3boVGtPZs2fNr9Vw9nqyde6Vjalq1arcvHlT6DGZTCauX7+u6XlS83dCtepJzT7CmmvEjRs3yM3NrfDcc3FxISsrq0Jj6tmz50lFUdphLxRFkT8q/hgMBkVyJ2fOnHF0COXiiPjs5VNNXVu0rLW1xM6SY/ft22dFNPc3lp6joqIiZdmyZUqtWrUUQNHr9cqUKVOU/Px8O0XovLV57do15e2331Z0Op0CKA0aNFDmz5+vmEwmh8dnjb2lNrI2bUP0NVNRtI/xzJkzislkUjZv3qw0aNBAARSdTqcMGzZMycjIsFlbrRi1trVXbcq6vDt3y19+fr4yefJkRa/XK4BSq1YtZcWKFUpxcbEQ8TmrT9nP3h1Zm3ci10xtfYqwZlprb89+FohS7LjPJB+VlWhC2U65qDgiPnv5VFPXFi1rbS2xE31eiY4l+du/fz8hISHExMQAEBQUxIoVK2jatKm9wgOcrzaNRiNr165l2rRpZGdn4+bmxrhx45g2bRonT55Ep9M5ND5r7S21kbVpG86QP61jPHHiBMHBwRw8eBCA9u3bExERQYcOHWzWVmssoq+ZtviRlPL7/CmKwrZt2xg/fjwpKSkAvPHGG8ybNw9vb2+Hx+fsPmU/K6kozpA/WZvq61S2flZu3EkkEonknqSkpDBhwgTzY7EPP/wwK1asoF+/fqpsQt1PHD58mODgYKKjowH429/+xsqVK2nWrJmDI5NInJecnBxmzJhBREQEJpMJLy8v5s+fzxtvvGHRR10kEjU5d+4cISEh7Nu3D4C2bdsSERFBp06dHByZRCKRSO5HZMcj0YTmzZs7OoRycUR89vKppq4tWtbaWmIn+rwSnfLyV1hYyPz58wkICGDLli1Uq1aN2bNnExsbS//+/TXbtHOG2kxLS2PIkCF07dqV6OhoGjduzNdff81//vOfP2zaqTUWW3WssbfURtambThD/uwdY9lHXQwGAytXrgQgODiYhIQE3nrrLVU37USoTS3WTFv8SEpp2LAh48aNo1WrVuzbt4969eqxdu1aIiMjhdi0c4Y10xG6otemrEvbcIb8ydpUX6ey9bNy406iCSLdZno35O3L6mvJRwvE517527NnDy1btmTy5MncunWL559/nri4OKZPn061atWEiFEEn8XFxSxZsoSAgAA+++wzqlatyvTp04mLi2PAgAF3bG7KRwskFcUZ8mfPGKOioujSpQtvvvkm165do2vXrmzbto3w8HDq1q2ruj8RalM+Kis2JpOJTZs20blzZ5YtW4bJZGLEiBEkJCTwzjvvCPPlQZHXTEfqil6bsi5twxnyJ2tTfZ3K1s/KjTuJJpR9/UVUHBGfvXyqqWuLlrW2ltiJPq9E58/5u3TpEs899xxBQUFcuHCBgIAA/vOf//DVV1+Zv8zk6BhF8fnjjz/SqlUrJkyYQF5eHs8++yyxsbHMnj2b6tWrW62rVnxq21tqI2vTNpwhf/aI8fr167z77rt06NCByMhIfHx8+Ne//sXBgwepV6+e6v7KEKE2tVgzbfFTmfnll1/o1q0br7/+OpmZmXTu3JmoqChWr16Np6eno8P7A6KumY7WFb02ZV3ahjPkT9am+jqVrZ+VG3cSiUTiQMo+0+5ICgoKmDlzJoGBgezcuZOaNWuycOFCzpw5Q+/evR0dnlBcvnyZl156iV69ehEXF0eTJk349ttv2blzJ4888oijw5NInBKj0ciaNWsICAhg3bp1uLq6MmHCBOLj43nllVfk+zQlDiErK4uRI0fSrl07jhw5gre3N5MmTeLnn3+mTZs2jg5PIpFIJJUI+XEKiSYYDAZHh1AujojPXj7V1LVFy1pbS+xEn1flYTKZAMyP1+zfv5/s7Gz69etHlSpVNImhadOm7Nixg9DQUJKSkgB45ZVXWLhwIQ0bNtQkhr9ClNosLCxkyZIlzJ07l1u3blG9enWmTZvGuHHjqFq1qtW6asVnb3tLbZy5NkXAGfKnVoxHjhwhODiYX375BYBevXqxcuXKO94rY8+ciFCbWqyZtvipTBiNRj755BOmTJlCZmYmrq6uhIaGMmPGDG7evCn0R1FEWTNF0xW9NmVd2oYz5E/Wpvo6la2flRt3Ek3Iy8tzdAjl4oj47OVTTV1btKy1tcRO9Hn1exRFMd81oiiKufH/5ZdfmDRpEtHR0Vy7do3vv/+e3r172/0Ok4SEBIYNG8ahQ4cAaNmyJREREXTv3t2ufi1FhNr87rvvGDNmDBcvXgTgpZdeYvHixfj6+tqkq1Z8WthbauNMtSkizpA/W2O8evUqEydOZNOmTQD4+vqybNkynn/++bte/+yZExFqU4s10xY/lYXIyEiCg4OJiooCoGfPnoSHh/Poo48CpfNWZERYM0XUFb02ZV3ahjPkT9am+jqVrZ8V909GkvuKtLQ0R4dQLo6Iz14+1dS1RctaW0vsRJ9XZXz00UfmryIajUZ0Oh0mk4m5c+fSsWNHUlJSePvtt9m1axd9+vSx66Zdfn4+kydPpkWLFhw6dIjatWuzcuVKTp06JdymHTi2NhMTE3n22Wfp27cvFy9eJDAwkB9//JEtW7ZYvGn3e1214tPS3lIbZ6lNUXGG/FkbY3FxMcuWLcNgMLBp0yb0ej3Tpk3j/PnzvPDCC/e8/tkzJyLUphZrpi1+7ncyMjJ466236NSpE1FRUTRs2JAtW7bw448/mjftQPz8yX5WfS3Zz4qPM+RP1qb6OpWtn5V33EkkEokduXLlCsuXL8fd3Z0xY8aYH4398ssvWbp0KQMGDCAkJIQnnnjijl9Yf3+Xnq0oisLWrVsZP348qampAAQFBfHpp59Sv359VXzcL9y+fZuwsDAWLlxIYWEhHh4ezJw5k5CQEM0eY5ZI7kf27dtHcHAwsbGxAPTr149ly5bRpEkTB0cmqayUlJTw0UcfMX36dHJzc6lSpQoTJkxgypQp1KxZ09HhSSQSiUQCyI07iUb4+/s7OoRycUR89vKppq4tWtbaWmIn+rwCaNCgAS1atODkyZOcO3eORx99lFu3brFo0SLc3NwICwv7w1/zofRRnAcffFC1TbuYmBhCQkLYv38/AG3btmXVqlU0aNBA+E07Lc+xoihs376d0aNHmzc3X3vtNRYsWICPj4/N+mqNxVYda+wttXGG2hQZZ8ifJTEmJyczYcIEtm7darZdvnw5/fr1s4s/SxGhNrVYM23xcz9y8OBBgoODOXv2LADPPPMMK1asKPedRqLnT/az6mvJflZ8nCF/sjbV16ls/azcuFMJnU7XH+jv5eVFeno6mZmZ5s8HGwwG8vLyzLda+vv7U1RURHJyMgB+fn4A5pfD+/r6otfrSUxMBMDHxwcPDw8SEhIAqF+/Pp6ensTFxQHg6emJt7c38fHxGI1G6tSpg4+PD4mJiRQVFeHh4UGjRo1ISkqioKAAd3d3/Pz8SElJIS8vD71ej7+/P2lpaeTk5ODq6kpAQIB5HADNmze3aUxlL+IXdUypqan07NlT0/NUFqfaYzp37pw5JlvnXnFxMa6urladp0uXLtGsWTOLx1S1alVycnIqNPdSU1Pp3r17hcYUHR2t+dzLzMxEr9fz9NNPs337dvbt28e1a9cICAigpKSEmjVrEhsbS5UqVThz5gwnT57kv//9Lzdv3sTPz4+OHTvy5JNPWj33Tpw4wcaNG9m+fTtGo5HatWszbNgwBg0aRKNGjTh48CCJiYlCXCPuNaaDBw/SsGFDu18jUlJS+Pjjjzlw4IA53qVLl9KkSRPi4+OJj493aD39fkzHjx8nMTFR02vE4cOHadiwYYXnXtl5q8iYsrKyiIyMFG7uOXJ9cnd3Jy8vT+gxQenjheWNKTk5mTVr1vD5559z+/ZtqlWrxquvvspLL71EixYtiI+PF6KPuHjxIk2aNLF57un1em7dumXVeUpNTaVdu3YWj6mwsJDk5OQKzz1XV1cyMzP/ckxla6aIc8/W81R2F/Xu3bvNMU+ZMoWAgACuXLmCXq9X/Txp1ZeXPear5Xmytt+zZz39eUypqam0bt1a0zU3NTWVXr16VWh9OnbsGA0bNqzQmK5fv27+Q6xIc8+R14iSkhKuXLki9Jjy8vLM/67VeVLzd0K16snSPkLta8SVK1csmnsFBQUkJSVVaEx2R1EU+aPij8FgUCR3sm/fPkeHUC6OiM9ePtXUtUXLWltL7Ox1bEUxGo0VOi4yMlLx8PBQwsLCFEVRlPz8fGXatGmKm5ubEhAQoLRu3Vp54IEHFFdXV8VgMCgBAQGKTqdTGjZsqPz0009WxfXpp58q9evXVwDFxcVFGTlypJKZmfmH40SvS0Wxf4w3btxQ3nvvPcXNzU0BlDp16ihjxoxRSkpKVPel1lhs1bHG3lIbR9ems+MMOfmrGL///nuladOmCqAAysCBA5XffvvNbv5sQYTa1GLNtOR4Z5iDllJYWKgsWLBAqVGjhgIo1apVU2bNmqXcunWrwhqi50X2s+prVYZ+1tlxhpzI2lRfR7R+FohS7LjPJD9OIZFIJBZSem3G/GXYpKQkcnJy7nl82SOpkZGR5ObmUqNGDUaMGEFYWBhVq1ZFr9fz3HPP8fPPP7N3716OHz/O4sWLuXLlChcuXLAotlOnTtG1a1eGDh1KRkYGXbp0ISoqilWrVlGvXj3rB32foSgKmzdvJiAggEWLFmE0Gnn77bdJSEjgueeeM7+LUCKRWMalS5d47rnnCAoK4sKFCzRr1owffviBbdu20bhxY0eHJ6mk7N27l8cee4yJEydy8+ZNBgwYQFxcHGFhYeY7PyQSiUQiERX5qKxEE8puVRUVR8RnL59q6tqiZa2tJXaOOG8mk8m8Yff111+zcuVKrl69SnJyMm+++SZDhw6lbdu25g9LKIpCo0aNaNu2LSdPnuTWrVvUrl2bBg0aMH36dKZNm0Zubi516tT5gx+j0QhQ4ZdjZ2ZmMm3aNNauXYuiKHh7e7No0SIGDx58z3fliV6XYJ8Yz5w5Q0hICAcPHgSgQ4cORERE0L59e7v5VFPXVh1r7C215H0TNAAAIABJREFUcYa5JTLOkL8/x1hQUMCCBQuYP38+hYWF1KxZ0/xRl7JHD9X0pyYi1KYWa6YtfpyV3377jXHjxvH1118DpY+LrVy5kj59+lilJ3r+ZD+rvtb92s/eTzhD/mRtqq9T2fpZecedRCKRVICy9yu5uLiQmJhIz549GThwIL/99hv169enWrVqrFu3jvDwcHJzc+/YLOvTpw+//vorKSkpwP825nQ6HbVq1TIfd/PmTXbs2ME///lPunbtSt++fcuNy2g0snbtWgwGA2vWrMHFxYVx48YRHx/Pa6+9ptoHLu4HcnJyGD16NK1bt+bgwYN4eXnxySefcPToUfOmnUQisQxFUdixYweBgYHMmjWLwsJCBg8eTEJCAuPHj1dl004isZTbt28zZ84cmjVrxtdff02NGjVYsGABZ8+etXrTTiKRSCQSRyE37iSaUPZSSFFxRHz28qmmri1a1tpaYqfleSu7yy4sLIymTZvy22+/sXDhQnbt2sXBgwf54osv8Pf3Z//+/Vy5csVsV7Zx1rBhQ6pWrcrOnTsB/vAoZpn23r17mTx5MsHBwRQWFjJx4kRq1659z5iOHj1Khw4dGD58OFlZWTz11FOcPn2aJUuWlGtXhuh1CerEaDKZ+Oc//4nBYCA8PByAkJAQEhISePPNN835V9Pn3VBL11Yda+wttXGGuSUyzpC/pKQk4uPjCQoKYsCAASQlJfHYY49x8OBBPvvsM1W+xPxnf/ZChNrUYs20xY+zoCgK33zzDY8++ihhYWHcvn2bQYMGER8fz/vvv2/zRrLo+ZP9rPpa91s/ez/iDPmTtam+TmXrZ+WjshKJRFIBLl++TNu2bcnMzGTo0KGMGDGCxx57jKpVqwLQu3dvfH19iY2N/cOmWdkjs7169aJ27dr8+uuvFBYWmu2MRiM7duwgLCyM1NRUAJ555hlWrlxJ/fr17xpLeno6kyZN4tNPPwWgUaNGLF26lIEDB8o77P5EVFQUo0aN4vjx4wB069aNiIgIHnvsMQdHJpE4L/n5+axbt44vv/yS4uJi6tSpwwcffMC7776Lm5tsLSWO4cKFC4wdO5bvvvsOgBYtWhAeHk6PHj0cG5hEIpFIJDYiuyuJJvj6+jo6hHJxRHz28qmmri1a1tpaYmfP81a2uVb2Trt69erRsGFDMjMz8fb2vuPRykuXLpGQkMAjjzxCXl4eGRkZ1K9fH51OR3FxMVWqVCEoKIgffvjBvGmnKAqurq40atSIv//971SrVo2+ffvSqVMnoHRT7/d35pWUlLBq1SrCwsK4ceMGer2eCRMmMGXKFGrUqGHxGEWvS7A+xuvXrzNlyhQ+/vhjFEXBx8eHxYsXM2jQoL/c3BS9Nm3VscbeUhtnmFsiI2r+FEVhy5YtTJgwgdTUVHQ6HcOGDePDDz/kgQcesKtve+ZEhNrUYs20xY/I3Lx5kw8//JDFixdTVFRErVq1mD17NiNHjqRKlSqq+hI9f7KfVV/L2fvZyoAz5E/Wpvo6la2flY/KSjRB9HfcOCI+e/lUU9cWLWttLbGzVw53795NzZo1OXToEC4uLhiNRmrWrMny5csBWLVqFWfPngVK7zzZu3cv77zzDr/99hs5OTk89dRTdO3alQULFgCYf3Fo1qwZaWlp5rsByr5O27FjR2bNmsWcOXPuuWm3f/9+WrduzdixY7lx4wZBQUHExMQwd+5cqzbtQPy6BMtjNBqNrF69GoPBwPr163F1deW9994jPj6eV155pUJ3JIpem7bqWGNvqY0zzC2RETF/Z8+epWfPngwaNIjU1FRatWrFsWPHWL9+vd037cC+ORGhNrVYM23xIyKKorBt2zaaNWvGhx9+SFFREUOHDiUhIYExY8aovmkH4udP9rPqazlzP1tZcIb8ydpUX6ey9bNy406iCYmJiY4OoVwcEZ+9fKqpa4uWtbaW2NkrhykpKRiNRjZt2gT87310PXr0YNSoUeTn5zNz5kwSExNZvnw5Q4cO5dChQ0yaNInQ0FBeeuklLl68yOTJk9m4cSPFxcUAPPHEEyiKwvnz5wH+8G616tWrA//7CEaZz5SUFAYNGkTPnj2JiYnh4YcfZteuXXz77bc0bdrUpnGKXpdgWYyHDx+mXbt2jBo1iuzsbHr16sXZs2dZuHAhHh4edvFpCWrp2qpjjb2lNs4wt0RGpPzl5OQwduxYWrduzYEDB/Dy8uLjjz9m6dKldOjQQbM47JkTEWpTizXTFj+iERsbS69evXjppZdISUmhTZs2HDlyhA0bNuDt7W03v6LnT/az6ms5cz9bWXCG/MnaVF+nsvWz8lFZiUQi+T/K3kc3fPhwGjduTM+ePc3/VnYH3Pvvv8+OHTvYvn0758+fJy4ujn79+rF+/fo//LLg7e3NlClTWLJkCQMHDqRKlSq0bduWpk2bcvLkSQDzY7i/p+y/i4qKWLZsGXPmzOHmzZtUq1aNKVOmMGHCBNzd3TXIhvNw9epVJk6caN5obdy4McuWLWPAgAHynX8SiZWYTCY2bdrExIkTycjIwMXFheDgYGbPnk3dunXZv3+/o0OUVEJu3LjBrFmzWLlyJSUlJdSrV48PP/yQYcOG/eEudYlEIpFI7ifkHXcSTVD763Jq44j47OVTTV1btKy1tcTOlvgURTE/qlrG7zd5yt45N3XqVHJycnB1daWkpARfX19mzJgBlP4V5t///je7du3C29ubkpIS8x1zkyZNonHjxsTExBAZGQmUvqOuVatW7Nu3j+vXr9+xaVfGf/7zH1q2bMmkSZO4efMmAwYMIC4ujunTp6u6aSd6XUL5MRYXF7Ns2TIMBgObNm2iatWqTJ8+nbi4OJ5//nmrN+1Er01bdayxt9TGGeaWyDg6fydPnuSJJ57gjTfeICMjg65du3Lq1CnCw8OpW7euQ2K0pz8RalOLNdMWP45GURQ+++wzAgICWLp0KUajkeHDh5OQkMC7776r2aad6PmT/az6WqL3sxLnyJ+sTfV1Kls/KzfuJJpgyWNqjsAR8dnLp5q6tmhZa2uJnbU+jEYjOp0OnU5HRkYGCQkJHD16lMuXL//huPDwcObNm0dwcDDwv8dXX3vtNXr37k1RUZH5sdfi4mLc3NzMm0WKophfaOrp6WmO99FHH+Xq1aucOnXqjriSkpIYMGAAzzzzDAkJCRgMBvbs2cPXX3+Nn5+fVWMtD9HrEu4d408//cTjjz/OuHHjyMvLo3///pw7d47Zs2ebHztW26etqKVrq4419pbaOMPcEhlH5S8zM5Phw4fTvn17jh07xoMPPshnn33GwYMHadWqlUNjtKc/EWpTizXTFj+OJDo6mm7dujFkyBCuXr1Kp06diIqK4qOPPjKvr1ohev5kP6u+lsj9rKQUZ8ifrE31dSpbPys37iSakJCQ4OgQysUR8dnLp5q6tmhZa2uJnaU+yu6wc3V1paioiBkzZjBgwAA6d+7ME088wfLly0lLSzMfP2jQIJ588kk2b97MoUOHzF+IrVq1KjNmzECn0zF37lyOHz9OlSpVKCkpMW/cbd68mRMnTvDss8/SvHlzs2bPnj0xGAw88sgj5v9XUFDArFmzaN68OTt27KBGjRosWLCAs2fP0qdPH4vGaAmi1yXcGWNycjIvv/wyTz/9NLGxsfj7+7N792527dqFv7+/XXyqhVq6tupYY2+pjTPMLZHROn9Go5E1a9ZgMBhYu3Ytrq6ujB8/nvj4eAYPHnzXu1e1jtGe/kSoTS3WTFv8OIKsrCxGjRpF27ZtOXz4MPXr1+fTTz/l8OHDtGnTxiExiZ4/2c+qryViPyv5I86QP1mb6utUtn5WbtxJJJJKw+831Ro2bEhERATVqlUjODiYbdu20bdvXx588EGg9P1ODzzwACEhIbi5uTF8+HCg9AuxJpOJzp07M2HCBIqLiwkLCwPAzc2N5ORkVq1axeTJk3nggQcYPnw4er3evGnYqVMnzp8/T5MmTVAUhZ07dxIYGMjMmTO5ffs2gwYNIj4+nvfff1+oLxk5msLCQj788EOaNWvG1q1bcXd3Z+7cucTExNC3b19HhyeROC1Hjx6lffv2jBgxgqysLJ5++mlOnz7N4sWLqVWrlqPDk1RCjEYj69evx2AwsHr1anQ6HWPHjiUhIYHXX3/9nq+ZkEgkEonkfkV+nEKiCfXr13d0COXiiPjs5VNNXVu0rLW1xM5SH2Uvtf7oo4/o1q0bw4YNo2fPnnh5ed1xbNkm3/PPP8/rr7/OJ598wsKFC3n//ffNH5UYN24c27dvZ+/evXz00Ue0adOGJUuW8OWXX9K6dWv++c9/mh8vK9Mr24xLSEhgzJgx7NmzB4AWLVoQERHBk08+adGYbEH0uoTSGL/77jvGjBnDxYsXARg4cCBLliyhcePGdvMpsq6tOtbYW2rjDHNLZLTIX3p6OhMnTmTjxo0A+Pr6snTpUl544YUKvR9S63NsT38i1KYWa6YtfrQiMjKS4OBgoqKigNKvuYeHh9OiRQsHR1aK6PmT/az6WiL2s5I/4gz5k7Wpvk5l62fln6wkmqD1O0gsxRHx2cunmrq2aFlra4mdpT527dpFREQEvXv3ZsmSJbz44ot4eXlhMpkoKSkxH5ebm8vNmzfN/z169Gj8/PyYOnUqV69exc3NjZKSEry9vZk1axYAkydPpm/fvuzatYslS5Zw8uRJWrVqdcdHMPLz85k8eTItWrRgz5491K5dm5UrV/LLL79oumkH4tflr7/+SmhoKH379uXixYs0b96c//73v2zbts1um3Ygfm3aqmONvaU2os8t0bFn/oqLi1m+fDkGg4GNGzei1+uZNm0acXFxDBw4sMIfddH6HNvTnwi1qcWaaYsfe5ORkcFbb71lfn9dw4YN+fe//81PP/0kzKYdiJu/MmQ/q76WiP2s5I84Q/5kbaqvU9n6WblxJ9GEuLg4R4dQLo6Iz14+1dS1RctaW0vsLDk2KSmJyZMn4+/vz6ZNm8y/CJTdPefm5obJZOLw4cPMnTuXxYsXm21btmxJcHAwRqORkSNHAqWPxQK89NJLPPXUU9y4cYO+ffty5coVQkNDAczvvNPpdCiKwpYtW2jWrBnz58+nuLiYN954g4SEBPPjuFojal3eunWLGTNmEBgYyN69e/Hw8GDJkiWcPn2ap59+2u7+Ra9NW3WssbfURtS55SzYK3/79++nTZs2hIaGmq9Z586dY86cOdSoUUOIGB3hT4Ta1GLNtMWPvSgpKSE8PByDwcA///lPqlSpwqRJkzh//jwvv/yy1V8Htxei5e/PyH5WfS3R+lnJnThD/mRtqq9T2fpZ+aisSuh0uv5Afy8vL9LT08nMzCQjIwMAg8FAXl6e+aX3/v7+FBUVkZycDGD+WmRSUhJQ+riKXq8nMTERKP0MsYeHh/nliPXr18fT09M8kTw9PfH29iY+Ph6j0UidOnXw8fEhMTGRoqIiPDw8aNSoEUlJSRQUFODu7o6fnx8pKSnk5eWh1+vx9/cnLS2NnJwcXF1dCQgIMI8DoHnz5jaNKTU1leTkZGHHFB0drfl5KruDSO0xJSUlsX//flXm3uXLl7ly5YpV5yk6OtqqMWVnZ3P27NkKzb3o6OgKj+mHH34gNTWVESNGkJ+fz4kTJ3B1dTWP6aeffuLo0aN89913XLp0iWrVqlG9enV69+6Nj48PLVu2pG3btuzYsYPNmzfj7+9PXl4eHh4ezJgxg0GDBuHv78/58+d56KGHyMjIIDc3F1dXV0wmE++99x4nTpwA4LHHHmPSpEn4+PgQGxtLSUmJQ64RMTExAEJcI3x9falSpQobN25k1apVpKenA9CuXTsmTZpE8+bNycrK0uQaER0drdqY1Kqn348pNjYWQNNrRFlOKjr3yo6vyJiysrKIjIx06NwTbc3NysoiNjZWtTHpdDqWLVvGzp07zf8+d+5cfH19SUlJoaCgwOIxZWVlcfLkyfuij4iOjlZl7l2/fp34+HirzlN0dLRVY8rKyuLIkSMVnntZWVlER0f/5ZjKatie9XT69GlWrVrFhQsXAGjfvj1Tp06lU6dOnDlzRpgeVo3zpFVfXnbetLzuWdvv2bOe/jym6Ohozdfc6OjoCs+9svNWkTFdv37dvIaLNPccueY6Qx+RlZVlPm9anSc1fydUq57U7COsuUZkZGSYc1KRuZednc2hQ4cqNCa7U/YYl/xR58dgMCiSOzlz5oyjQygXR8RnL59q6tqiZa2tJXaWHPvMM88oOp1O+eabbxRFURSTyWT+t7S0NOX1119XdDqd0r17d2Xy5MmKTqdTgoKClLy8PPNx3333nVK7dm3l4YcfvqsPk8mklJSUmP87JydHCQ0NVVxdXRVAqVevnrJ27do/HONIRKrL8+fPK71791YABVBatWqlHDp0SNamHXSssbfUxpLj9+3bZ2E09z9qzZXbt28r8+bNU2rUqKEAiru7uzJnzhyloKDAZm2ta9Oe/kSoTS3WTEuOt2ddpqamKq+++qr5eu/n56fs2LHjD+uyqIi0bt4NuWaqryVaPyvXzDsRvS4VRdamPXRE62eBKMWO+0zyUVmJJnh7ezs6hHJxRHz28qmmri1a1tpaYleRY00mEwB16tQBMH/g4PeP37i5udG4cWPWrl3LgQMH+PDDD+nevTt79uxh/fr15uOCgoIYOHAgSUlJbNmy5Q5fOp3OfIfdpk2bCAgIYNmyZZhMJkaMGEFCQgLvvPMOrq6uFR6jPRGhLvPy8pg4cSItW7Zk79691KlTh1WrVhEVFUXXrl1lbdpBxxp7S21EmFvOjBr527NnDy1btmTy5MncvHmTF154gbi4OKZNm0a1atWEiFEUfyLUphZrpi1+1KCoqIjFixcTEBDAv/71L6pVq8bMmTOJjY3lH//4h3CPxd4N0a9tcs1UX0uUflZyb5whf7I21depbP2s3LiTaEJ8fLyjQygXR8RnL59q6tqiZa2tJXYVOdbFpfQyV716daB0466wsPAPx3h5eTFr1izefvttoHSzb86cOVSpUoW1a9eabxMHmDp1KgcOHODll1++q79ffvmFbt268frrr5Oenk7nzp2Jiopi9erVQr3gFBxbl4qi8MUXX9CsWTMWLlxISUkJw4YNIyEhgZEjR5rf+SdrU30da+wttRH9mi86tuTv0qVLPPfccwQFBXHhwgWaNWvG3r17+fLLL3nooYeEiFE0fyLUphZrpi1+bOWHH36gVatWvPfee+Tn5/Pcc88RGxvLjBkzcHd3d0hM1iD6tU2umepridLPSu6NM+RP1qb6OpWtn5UbdxJNMBqNjg6hXBwRn718qqlri5a1thW1UxSlQscq//dF17KPUXz++eecP3/+juN0Oh1Go9H8sYpu3brRpEkTsrOzyc3NNR/38MMP061bN+B/d/NB6TupRo4cSdu2bTly5Aje3t5s3LiRn3/+mTZt2lRoTFrjqLo8e/YsPXr04JVXXuHKlSu0b9+eY8eOsX79eh544AGHxyh6bdqqY429pTaiX/NFx5r8FRQUMHPmTAIDA9m5cyc1a9Zk0aJFnD59mr/97W9CxCiqPxFq095rpq1+rOW3335j4MCB9O7dm/Pnz9O0aVO+//57tm/fzsMPP6xpLGog+rVNrpnqa2lRm6LPK9FxhvzJ2lRfp7L1s3LjTqIJZY8piooj4rOXTzV1bdGy1rY8u99fPHU6XYV8lD1607p1a5599llu3LjBggULyM7ONh+jKAomkwlXV1dcXFzIyMhg9OjRXLx4kfnz599z483FxQWj0ci6deswGAx89NFHuLi4EBoaSnx8PEOGDDHf8SciWs/7nJwcxowZQ+vWrTl48CBeXl58/PHHHDt2jA4dOggRoz19qqVrq4419pbaiH7NFx1L8qcoCjt27CAwMJBZs2Zx+/ZtXn31VeLj45kwYQJ6vd7hMYruT4TatMeaqaYfS7l9+zYffPABzZs356uvvqJ69erMmzePs2fP8swzz2gSgz0Q/dom10z1tbSoTdHnleg4Q/5kbaqvU9n6WflVWYkm+Pj4ODqEcnFEfPbyqaauLVrW2t7NTlEU8/vjCgoK2Lp1K8XFxUDpuwfKbMqO+zNlG35Lly5l7969/Pvf/8bf35+hQ4fi7+8PlG7CKYrC8ePHWbduHbt37+aNN96gf//+94z12LFjBAcHc/LkSQB69uxJeHg4jz76qFVj1xqt5r3JZGLjxo1MnDiRa9eu4eLiQnBwMLNnz6Zu3bpCxKiFT7V0bdWxxt5SG9Gv+aJT0fwlJCQwZswY9uzZA5R+sTo8PJzu3bvbMzxA+3NsT38i1Kaaa6Y9/FjCN998w9ixY/n1118B+H//7/+xaNEiGjVqZHff9kb0a5tcM9XX0qI2RZ9XouMM+ZO1qb5OZetny70VRKfTNVbhp5ZWg5GIy+/fESYijojPXj7V1LVFy1rbu9mVbcZ9+umn+Pn58dZbb/HOO+/wzjvvEBQUZP5QhE6nMz8a+3vKPhjxyCOPsHz5cjw9PZk7dy6vvvoqX331FTExMXz33XeMHTuWN954gw0bNvDWW2+xevVqvLy87tBLT0/nzTffpHPnzpw8eZKGDRuyZcsWfvzxR6fZtANt5n1UVBRdunThzTff5Nq1a3Tt2pVTp04RHh7+l5t2WsWolU+1dG3VscbeUhvRr/mi81f5y8/PZ/LkybRo0YI9e/ZQu3ZtwsPDOXnypCabdhWJ0Zn8iVCbaq6Z9vBTES5evEi/fv149tln+fXXX3n00UfZt28fX3zxxX2xaQfiX9vkmqm+lha1Kfq8Eh1nyJ+sTfV1Kls/+1d33CVR+ql2W5gFzLZRQ+LkFBUVOTqEcnFEfPbyqaauLVrW2v7ZruwuuvXr1xMSEkKfPn34xz/+YX4s7OjRo7z++utcvXqVMWPG3POuu7L/984779CgQQMWLFjA4cOHefHFF83H1K5dm3bt2rF582Yef/xxAPM77wBKSkpYvXo1YWFh5ObmUqVKFSZMmMCUKVOoWbOmVeN1JPac99evX2fq1KmsX78eRVF48MEHWbx4Ma+88opFXw6Utam+jjX2ltqIfs0XnXvlT1EUtm7dyvjx40lNTQXgrbfe4sMPP6R+/fpahqj5ObanPxFqU601015+yuPmzZvMmzePRYsWUVRURK1atZg9ezYjR46kSpUqqvtzJKJf2+Saqb6WFrUp+rwSHWfIn6xN9XUqWz9bkUdlzwDRVmjrgCFW2EnuQzw8PBwdQrk4Ij57+VRT1xYta23/bKfT6cjNzWX9+vX4+Pgwd+5c84cmJk+eTHp6Oi+//DKhoaF06dKF9u3b31W37G48nU5Hv3796NSpE8eOHeP48eNUq1YNb29v/P396dGjB/C/D0+UbdodOHCA4OBgYmJiAHjmmWdYsWIFBoPBqnGKgD3mYNk7/6ZOnUp2djZubm6MHTuW6dOnU6uW5Tdgy9pUX8cae0ttRL/mi87d8hcTE0NISAj79+8HoF27dqxateqe74e0N1qfY3v6E6E21Voz7eXnbiiKwldffcW4ceNITk4GYOjQocyfPx9vb2/V/IiE6Nc2uWaqr6VFbYo+r0THGfIna1N9ncrWz1Zk4267oihW3TGn0+nkxp0EQPhHJBwRn718qqlri5a1tnezi42NJSoqihEjRtCiRQvz47ABAQF0796d6Oho5s2bx9ixY/nxxx+pVq3aXbXL7vRSFAUvLy/69etHv3797jjOaDTi6uoKQGpqKu+99x5ffPEFUPpV2eXLl9O/f3+L7hwTEbXn4JEjRxg1ahTR0aV/6+nVqxcrV66kefPmVmvK2lRfxxp7S21Ev+aLzu/zl5uby8yZMwkPD8doNOLp6cn8+fN58803HfrxG63PsT39iVCbaq6Z9vDzZ2JjYxk9ejQ//vgjAG3atCEiIoLOnTuroi8qol/b5JqpvpYWtSn6vBIdZ8ifrE31dSpbP/tXHd9NwJb7A221l9wnJCUlOTqEcnFEfPbyqaauLVrW2t7Nzs2t9G8M+fn5FBQUoNPp0Ol05hdfz5gxg9atW3P06FE2bNgAlP/57j9vuP35vXiurq4UFRWxcOFCAgIC+OKLL6hWrRqzZs3i3LlzPPvss06/aQfqzZWrV6/y+uuv88QTTxAdHY2vry9ffvkle/futWnTTs0YRfCplq6tOtbYW2oj+jVfdJKSkswfdTEYDCxfvhxFURg1ahQJCQkMGzbM4V+s1voc29OfCLWp5pppDz9l3LhxgwkTJtCqVSt+/PFH6tWrx5o1azh+/Ph9v2kH4l/b5JqpvpYWtSn6vBIdZ8ifrE31dSpbP1tu16coioeiKPOtFbfVXnL/UFBQ4OgQysUR8dnLp5q6tmhZa3s3O71ej4+PD0lJSeavyQIUFhZiNBrR6/XMnDkTgDlz5lBYWIirq+tdP1RxN/68Cbd3715atmzJxIkTuXnzJgMGDCAuLo6wsDDc3d2tGpeI2DpXiouLWbZsGQaDgU2bNqHX65k2bRrnz5/nhRdeUGVzU9am+jrW2FtqI/o1X3ROnz5N165dGTp0KBkZGTzxxBOcPHmSiIgI6tWr5+jwAO3PsT39iVCbaq6Z9vCjKAqff/45AQEBLFmyBKPRyLvvvktCQgLvvvuu+S71+x3Rr21yzVRfS4vaFH1eiY4z5E/Wpvo6la2fdeyfayWVBtE3OxwRn718qqlri5a1tnez8/X1xdfXl0OHDnH06FGg9I46d3d38y8L/fv356mnnuLq1avmx1ot3ThKSkri+eefp0+fPiQkJGAwGNizZw9ff/01fn5+Vo1HZGw5v/v27ePxxx9n3Lhx5OXl0a9fP86dO8ecOXOoXr26EDGK5lMtXVt1rLG31Eb0a76oZGZmMmLECIYPH87Ro0d58MEH+eyzzzh06JD5gzmioPU5tqc/EWpTzTVTbT/R0dF0796d1157jatXr9KMWRf0AAAgAElEQVSpUydOnDjBmjVr8PT0tFjPmRH92ibXTPW1tKhN0eeV6DhD/mRtqq9T2fpZuXEn0QTRNz0cEZ+9fKqpa4vWvWzL7oK7191wf7YzmUzUq1ePV155BYCpU6cCpY+zlh1b9ljsG2+8AZR+0dQSCgoKmD17Ns2bN2f79u3UqFGDBQsWcPbsWfr06WORljNhzflNTk7m5Zdf5qmnniI2NhZ/f3+++eYbvvnmG5o0aSJEjKL6VEvXVh1r7C21Ef2aLxpGo5G1a9diMBhYs2YNrq6ujB8/nvj4eAYPHizko/lan2N7+hOhNq21tWdtZmdnExwcTNu2bfn555+pX78+GzZs4PDhw7Rt29ayQO8TRL+2yTVTfS0talP0eSU6zpA/WZvq61S2ftaijTudTjdcp9Ml6nS6Bvf494b/9+9vqROe5H4hJSXF0SGUiyPis5dPNXVt0fqzraIo5q+6wh/vhvv9Jt6f7cqOGz16NAEBAZw6dYoVK1YAmL9iV/aup7K/iqSlpVUoRkVR2LVrF48++igzZszg9u3bDBo0iPj4eN5//330en2Fx+uMWHJ+CwsLmTdvHs2aNWPr1q24u7vzwQcfEBMTc9cPfDgiRtF9qqVrq4419pbaiH7NF4mjR4/SoUMHhg8fTlZWFk899RSbN29m8eLFVn2JWSu0Psf29CdCbVpra4/aNJlMfPvttxgMBlatWoVOp2PMmDHEx8czdOhQh79f0ZGIfm2Ta6b6WlrUpujzSnScIX+yNtXXqWz9bEW+Kvt7XgHSFEW5crd/VBQlVafTpQCDgU9sDU5y/5CXl+foEMrFEfHZy6eaurZo/d7WZDKZG/2oqCgOHTqEu7s7Dz/8MN27dzdvuCmKcodPnU5HSUkJbm5urFy5kj59+jBx4kTatWtHYWGh+Rj43513Dz30kFnvXneqXLhwgTFjxvD9998D0KJFC8LDw+nRo4fVY3Y2Knp+9+zZw+jRo7lw4QIAAwcOZMmSJTRu3Nie4QGyNu2hY429pTaiX/NFID09nUmTJvHpp58Cpa8EWLp0KS+88AIHDhxwbHAVQOtzbE9/ItSmtbZq1+bx48cJDg7mxIkTADz55JOEh4fTsmVLq+K73xD92ibXTPW1tKhN0eeV6DhD/mRtqq9T2fpZS/9kFgCc/otjzgDNrAtHcr8i+p1LjojPXj7V1LVF6/e2Li4u5OXlMWTIELp06cKECRMYOXIkQUFBvPjii/z8889A6Qbc3XyWfVX2b3/7G+PGjaOoqIjg4GDzL7cmk4mDBw8yZ84cmjRpwt///nez3p+5efMmU6ZMoUWLFnz//ffUqlWL5cuXc+rUqUq1aQd/fX4vXbrEc889R1BQEBcuXKBZs2b88MMPbNu2TZNNu4rE6Ew+1dK1Vccae0ttRL/mO5KSkhJWrFiBwWDg008/Ra/XM2XKFOLi4hg4cOA9r4OioXWM9vQnQm1aa6tWbV67do1hw4bRsWNHTpw4gZeXF1988QX79u2Tm3a/Q/TalGum+lpa1Kbo80p0nCF/sjbV16ls/ayld9zVBnL+4pgbQF3rwpHcr/j7+zs6hHJxRHz28qmmri1av7fNyspixIgR7N69m4kTJ9KlSxfq1KnDzJkz2bt3L4mJiYSHh9OrV697vkug7K69sLAwFEVh9erVnD59msOHD6PX60lMTCQ5OZkVK1bc9V1riqKwbds2xo0bZ77teejQocyfPx9vb2+rx+nM3Ov8FhQUsGDBAubPn09hYSE1a9Zk5syZhISEaL6AydpUX8cae0ttRL/mO4r9+/cTEhJCTEwMAEFBQaxYsYKmTZv+4ThnyJ/WMdrTnwi1aa2trbVZUlLCmjVrmD59Ojk5OVSpUoVx48bx5JNPEhQUZFVM9zOi16ZcM9XX0qI2RZ9XouMM+ZO1qb5OZetnLb3jLg147C+OeQy4Zl04kvuVir5zzFE4Ij57+VRT1xat39uePn2anTt3MnjwYCZOnEhQUBCdO3dm/fr1jBs3jvj4eEJCQrh16xYZGRmYTKY79FxcXFAUhVq1ajFv3jy2bNlCly5dSExMNN8NdvLkSd5+++07bM+dO8f48eN56aWXSElJoU2bNhw5coQNGzZU2k07uPP8KorC9u3bCQwMZNasWRQWFjJ48GDi4+MZP368Q/7qJGtTfR1r7C21Ef2arzUpKSkMGjSInj17EhMTwyOPPMKuXbv49ttv79i0A+fIn9Yx2tOfCLVpra0ttXno0CHatm1LSEgIOTk5/H/2zjssiutrwO+AolgRe28R7L0lP7uxfUmMXWOXqIlGY4sFS2yxRING0NgiYo0Rjb1GA2JXVKwUjRosQBQVRUBg935/4G5EEdnd2d1ZnPd59gFm5pR79p69s4c797Zu3ZrLly8zd+5cRe2kpySUnpvqmCm/LkvkptL7ldKxhfipuSm/nvftftbQGXd+QB9JkhoJIY69flKSpMZAO2C9HM6pZB6ePHnXRE3rYg3/zGVTTr2m6HpV9sCBAyQmJtKxY0dy5cqlX7OuVKlSzJw5k3PnznH48GEmTpxIhw4d3roune64g4MD7du3J1u2bNSrV4+4uDhKlCgBpMzMkyQJSZKIiYlh+vTpeHp6otFocHZ2Zvbs2QwcOBB7e3uj25ZZePU9Cg0N5dtvv+XgwYMAVK9encWLF9O4cWNruQeouWkOPcbIGyqj9M98S5GYmMjChQuZOXMmz58/x9HRkYkTJ/Ldd9+RPXv2t8rZQvws7aM57SkhN42VNSY379+/z7hx49iwYQOQsi7szz//zOeff67IHYyVhNJzUx0z5ddlidxUer9SOrYQPzU35dfzvt3PGjrj7kcgETgkSdICSZJaS5JU5eXPhcCfwIuX16mo6FF6kcQa/pnLppx6M6rr1V1hX5XVHc+ZMyeQsr4c/LdmnRCCrFmzsnjxYgA8PT25efMmkiTpN5rQER8fT0JCAvDfJhQ5cuTA2dlZX7TTaDT6mXlr167F1dWVhQsXotVqad++PWFhYXz11VeK74+Wwt7entjYWMaPH0+1atU4ePAgTk5OeHl5ce7cOasX7XQ+Zhabcuk1VY8x8obKqDmW8g+LatWqMWHCBJ4/f07nzp0JDg5m8uTJ6RbtwDbiZ2kfzWlPCblprKwhcomJiWzevBlXV1c2bNhAtmzZmDp1KsHBwen+00zlP5Sem+qYKb8uS+Sm0vuV0rGF+Km5Kb+e9+1+1qDCnRAiFOhGSnFuJLCPlM0o9gEjgASgqxAiWGY/VWwcV1dXa7uQLtbwz1w25dT7Ll26ApokScTFxaU65+Liov8SoCvcnT9//g05rVaLq6sr7u7uAOzZswdI/UF56tQpevbsyZo1a1Kde90/e3t7Lly4QOPGjenXrx9RUVF8+OGHBAYGMmrUKPLnz29gBDIvQgiuXbuGq6sr8+bNIzk5mS+//JLQ0FCGDRumL65aGzU35ddjjLyhMkr/zDcnt2/fpmPHjrRt25awsDBcXV05ePAgW7Zs0e94/S5sIX6W9tGc9pSQm8bKZlTu0KFD1KhRg6VLlxIbG8vnn3/OtWvXmDZtmvpYrAEoPTfVMVN+XebOTVNsqKRgC/FTc1N+Pe/b/ayhM+4QQuwBygFjga3A4Zc/vwPKCyH2yuqhSqYgKirK2i6kizX8M5dNOfW+S5eugDZr1ix69OhBp06d+PbbbwkJCUm1JkCTJk0A8PLyIjo6Gnt7e/06drri3pAhQyhUqBBnz57l6tWrelmNRsPhw4fZsWMH+/fvTzVl+VX/Hj16xNChQ6lbty4nTpygUKFC+Pj4cOzYMWrXrm1iJDIXly9fpnnz5nz99dfcv3+fevXqcerUKX799VcKFSpkbfdSoeam/HqMkTdURumf+eYgPj6eGTNmUKlSJbZv306uXLmYN28ely5dolWrVgbpsoX4WdpHc9pTQm4aK/suufDwcLp06UKrVq0ICQmhdOnS7N27l+3bt1OuXDmjbL7PKD031TFTfl3myk05bKikYAvxU3NTfj3v2/2sUVMqhBDRgIfMvtg0kiR9BnxWoEABoqKiiI6O5t9//wVSZh49e/ZMX8goX748iYmJ3LlzB0C/i+bt27cBKFmypH6XTICiRYuSO3duwsLCAChUqBD58+cnODhlYmP+/PkpXLgwoaGhaDQanJycKFq0KH///TeJiYnkzp2bEiVKcPv2beLj43F0dKRMmTLcvXuXZ8+e4eDgQPny5YmIiODJkyfY29vj6uqqbwdApUqVTGrTvXv3cHJyUmybgoKCyJ8/v0Xfpxs3blCoUCHZ23Tu3Dn936b2vfDwcPLnz//WNt26dYsZM2YQFRVFnjx5SExM5MmTJ2zdupW6devy/fffU6JECTQaDU2aNCEgIAB3d3e++uqrN9oUERFBtWrVOHbsGNevX+fBgwdotVqqVKlClSpVGDZsGG3btiUuLo6oqCgiIiIICgoid+7cbNiwgXnz5vH06VPs7e1xc3PTr6d369YtHBwcCAoKUmTfs+RnRGBgIN7e3mzfvh2NRkOuXLn4+uuv6datG6VKleL06dOKa9Phw4eJjo626Puksyl3m96VTxlt09GjR4mOjrboZ4QuJhnte7rrM9KmR48eKbLvZfR9yps3L5cuXcLd3V1vs1OnTvTv35/cuXNz4cIFg9v06NEj7O3tFX0fce/ePRITEzPFfcTJkyeJi4szue89fPgQBwcHo96noKAgHBwcDG7TzZs3efbs2RttiomJ4Y8//mDt2rXEx8eTPXt2+vfvT7NmzShatCj+/v7ptkk3Ziqx71nzM8LY98lSbdJ99lryfTpz5gyJiYmyt8mUfHq9TUFBQdjb21t0zA0KCqJQoUIZ6nu69y0jbXr48CH+/v6K63vW/Iz4559/iIuLU3Sbrl+/rrdnqfdJzu+EcuWTnPcRxnxGBAcH6/VlpO/duHGDJ0+eZKhNZkcIob5kfLm4uAiVN/Hz87O2C+liDf/MZVNOvenpioyMFB999JEoVaqU+O2338S///4r4uLixJw5c0TBggWFJEnC29tbf/3FixeFg4ODkCRJHD16VAghRHJyciqdAwcOFJIkiT///POtdl+VWbJkiahbt64ABCCaNWsmLl++bHBbMjsajUasXr1aFCpUSADCzs5ODBs2TOzcudParr0TNTfl12OMvKEyhlxvy7kZGhoq2rZtq/8Mqlatmjhy5IjJem0hJpb20Zz2lJCbxsqmJbd7925Rvnx5fb/s3r27CA8PN8iOLfRBa6D0uKhjpvy65MxNS1/7vmALMVFzU349SrufBQKFGetMhgukPF47HDgFxADJr5yrBfwCuJjTaSW/1MJd2kRGRlrbhXSxhn/msimn3vR0bd68WUiSJH7++ec3zm3cuFFIkiSyZ88ugoOD9cenTZsmJEkSVatWFTExMW/Ide7cWeTMmVOEhISkaVOr1QohhIiKihJubm76LyXFixcXmzZt0p9PC0sPmOn5YkkCAwNFw4YN9bFq1KiRCAoKEkIoPy+FUHPTHHqMkTdUxpDrbeGG+3WePXsmJkyYILJmzSoAkTdvXuHp6SmSkpJk0a/mpmXtKSE3jZV9Ve7GjRvi008/1X/eV65cWfz1119G2bHFvLQESs9NdcyUX5ccuSnntWpuvonS81IINTfNoUdp97PmLtwZtMadJEkOpOwc+zNQHngGvLoF1S3ADehl2Lw/lcyObkqqUrGGf+ayKafe9HQFBgYCUKFCBQCSk5P157744gu6dOnCixcvmDhxov741KlTadKkCVevXmXQoEEcOXIESFk/YNmyZezevZtPPvmEDz74IE2bGo0GLy8vXFxc8Pb2JkuWLEyYMIGQkBC6d++uiB3xhBBotVqr+xIdHc3XX3+tX7+uSJEirFu3joCAAGrUqKG/RumouSm/HmPkDZWxhb5lDEIIfv/9dypWrMjcuXNJSkrCzc2NsLAwhg8fLtumLrYQP0v7aE57SshNY2Wjo6OJi4tjypQpVK5cmd27d5MnTx4WLlxIUFAQzZs3l81HFeXHTx0z5ddlSm6a24ZKCrYQPzU35dfzvt3PGro5xVigOTAdKAz8+upJIcQTIABoI4t3KpkG3bPoSsUa/pnLphx6dRtH6HSl/BOBVL8XLFgQgMjISAD9F1bdjrE9evSgePHibN++nQMHDujlly1bxieffIKvry8tW7akZcuWdOjQge+++45KlSrRtm3bNLfeDggIoHbt2nz77bfExMTQpk0bvL29mTNnDrly5TK5zYbwajxeRaPRIEkSdnZ2PHz4kO3bt3Py5EmL+qbRaFi2bBkuLi4sX74ce3t7xowZQ2hoKL17905VUFR6XoKam+bQY4y8oTK20LcM5cqVK7Ro0YIePXpw79496tSpw6lTp1i1apXsm7rYQvws7aM57SkhN42RFULg6+tLpUqV+OGHH0hMTKRfv36EhoYycuRIsmbNKquPKsqPnzpmyq/LWFlD5JTer5SOLcRPzU359bxv97OGFu56AceFEDOEEFpSpuK/zi2glMmeqaioWBz9VFy7lI+GW7duERkZmeq/DbrCj5OTEwAnTpzQy0LKTrMajQZnZ2fc3d0BmDNnjl6+YsWK+Pj44OnpSYMGDXjw4AEJCQmMGzeOCxcuULZs2VQ+3b9/n169etG0aVMuX75MmTJl2L59O/v27aNkyZJmisTbEUK8MZvu1bYDzJ07l4YNGzJw4EBmzJjBw4cPLeLbyZMnqVevHkOGDOHRo0e0bNmSixcv8tNPP5EnTx6L+KCiktmIiYlh9OjR1KxZE39/f/Lnz8+KFSs4ffo0DRo0sLZ7Ku8pwcHBtGrVimnTphEeHk6tWrU4fvw4Pj4+FClSxNruqaioqKioqMiJIc/VAvHA/Ff+ngpoXrtmDpBgzud7lfxS17hLm3v37lnbhXSxhn/msimH3mPHjolGjRqJIkWKiCJFiogqVaoIHx8fERUVpb8mODhYODk5CUmS9GvS6TaO0Gq14t69eyIpKUmUL19eODk5ibNnz75hJyEhQTx48EA8efJEf+yff/4RQgjx4sULMW/ePJErVy4BiOzZs4tp06aJuLg4o9oq55og4eHhYtCgQeLKlSupjl+4cEE0aNBAODo6ii5duggPDw9x//592ey+jcjISNGvXz/9ukYlS5YUvr6+71xnT+l5KYSam+bQY4y8oTLWyk050Wg0Ys2aNaJw4cL6TV2GDh0qoqOjzW5bzU3L2lNCbmZUNiYmRowZM0ZkyZJFAMLJyUksXbr0jc2eTLWj1Ly0NkrPTXXMlF+XsbKGyGWGMdOaKD0vhVBz0xx6lHY/i5LWuAMSAKd3XFMKeGKgXpVMzrNnz6ztQrpYwz9z2TRFrxCCBQsW0LJlS54/f07dunVp2LAht2/fZsCAAXzzzTf6aytWrEjfvn0BGD9+PPDfjDNJknj69CmSJNGqVas0fRJCkC1bNgoUKEDevHnRarUIIYiPj+fgwYNUr16dcePGERsbS4cOHbh27RpTp07F0dFRlraawh9//MGvv/6aaibdw4cPmTBhAjdv3uSnn35i0aJFjB49mqJFi5rNj6SkJH7++WdcXFxYs2YNDg4OTJo0ieDgYLp06fLOdfaUnpeg5qY59Bgjb6iMLfSt9Lhw4QKNGzemX79+REVF8dFHHxEYGMiSJUtwdnY2u31biJ+lfTSnPSXk5rtkhRBs2LCBihUr4uHhgUaj4auvvmLfvn18/fXXaS4xIbePKsqPnzpmyq/LWFlD5JTer5SOLcRPzU359bxv97OGFu6CgNYvN6l4A0mS8pKyvt0ZUx1TyVxERERY24V0sYZ/5rJpit7w8HA8PT2pWbMmy5cvZ8yYMWzbtg0/Pz8qVarE1q1bcXd3JyEhAYCZM2eSL18+du7cycaNG/V6tFotkZGR+sdmtVotjx49SmXr9aKSnZ0d4eHhDBo0iDZt2hAaGkqFChXYt28f27Zte+MRWlPbagrNmzcne/bsXLx4UX/s9OnTHDx4kGHDhjF06FCKFSumPxcfH69fN1Au/Pz8qFWrFqNGjeLp06f83//9H1evXuWHH34gZ86cGdKh9LwENTfNoccYeUNlbKFvpcWjR48YOnQoderU4cSJExQuXJi1a9dy7NgxatWqZTE/bCF+lvbRnPaUkJvpyV68eJEmTZrQu3dvIiIiaNCgAWfPnmXZsmX68dgSPqooP37qmCm/LmNlDZFTer9SOrYQPzU35dfzvt3PGlq4WwGUBDZIkpRqwSRJkpwAHyAfsEwW71RUVCzKn3/+SXh4OO7u7tSrVw9I2eygXr16rF69mrx58zJ//nz27dtHYmKifuc6gFGjRuHv709iYqJ+jbxnz54RFBTEBx98QNWqVd9qNyEhgZkzZ1KxYkWOHj1Kzpw5mTt3LpcvX6Zt27bmb7iB5MyZk5IlS7J79279+nahoaEA+o0ywsLCCAgIYNKkSXz44Ye0bNmS0aNHp9p91xju3r1Ljx49aNGiBVevXqVcuXLs2rWLPXv2vHU3XhUVlfTRaDSsWLECFxcXli5dip2dHaNHjyYsLIw+ffpYfZdolfeTx48fM3z4cGrXrs2xY8coWLAgq1ev5sSJE9SpU8fa7qmoqKioqKhYCkOfrQW8AS3wAogENEAgKevfaQEvcz7bq/SXusZd2oSHh1vbhXSxhn/msmmK3pEjRwpJkoSvr68QQohbt26lOv/jjz8KSZJEw4YNxZ07d/THhw0bJuzt7YWrq6v46aefRGxsrPD19RUjRowQkiSJqVOnprnemlarFTt37hTlypXTr8/Wvn37VLrlamtG1gR515pwr9KuXTvh6uoqrl+/LoQQ4s6dOyJbtmwia9asol69eqJChQoiS5YswsnJSVSpUkUUKFBASJIk5s2bZ7AtIVLWA5wzZ47IkSOHAISjo6OYOXOmiI+PN0jPqyg9L4VQc9MceoyRN1RG7tw0JydPnhR16tTRfwa1aNHijfUrLY2am5a1p4TcfFVWo9GIX3/9VRQoUEAAwt7eXowYMUI8fvzYZJsZvd7aealUlJ6b6pgpvy5jZQ2Rs6UxU4koPS+FUHPTHHqUdj+Lwta4QwjhBrgB14CCgATUBm4AXwohhptSSFTJnCQmJlrbhXSxhn/msvk2vek9qqk7V6FCBQBu3rxJcnIyGo0m1fkhQ4bQrFkzTp8+zd69e/XyU6ZMYe7cudy6dYuxY8eSP39+3Nzc8PT0ZOjQoUycOPGNGSvXr1/n008/pX379ty8eZMqVarg5+fHggULKFGihEltNQaNRqP3MTIyksjIyDTXNdDFpGPHjoSFhZGUlARAiRIl8PHxoUWLFvq/PT09OXnyJEePHmXbtm04Ojri7e2dylZG2L9/P9WqVcPd3Z24uDg6d+5McHAwkydPJnv27Ea3Wel5Ce9HblpajzHyhsrYQt+KiorCzc2NDz/8kHPnzlGiRAk2b97MoUOHqFKlilV9s4X4WdpHc9pTQm7qZM+ePavflfzhw4c0adKE8+fP8/PPP+t3czfFpi30LSWj9PipY6b8uoyVNURO6f1K6dhC/NTclF/P+3Y/a3DhDkAI4SOEqAXkAkoAuYUQ1YQQq2X1TiXTcOfOHWu7kC7W8M9cNl/Xqyu62dnZERUVxePHj1Md150DKFy4MI6Ojhw9epS4uDi9Ljs7O7RaLblz52bYsGEALFiwQC9fqFAhvvvuO44cOcIPP/zA4MGDad26NadPn2bx4sU4ODjo7T1//pxJkyZRtWpV9u7dS548efj555+5cOECzZo1MygucsRQ55e9vT0xMTGMHDmStm3b0rhxY1q1aoWvry+A/pFY3QLgpUuXxsHBQX8eoEePHuzfv59du3bx119/MWTIECpWrEi+fPmoX78+efLkwdHRkZiYGL2+9Lh16xYdOnSgXbt2XL9+nYoVK3Lw4EG2bNlC6dKlTW670vMSMnduWkuPMfKGyii5byUnJ+Pp6YmrqyurV6/GwcGBiRMnEhISQteuXRXxWKyS46fD0j6a054ScvPy5csMGjRIv35dsWLF2LhxI/7+/lSvXl02m7bQt5SM0uOnjpny6zJW1tL3s+8zthA/NTfl1/O+3c8aVbjTIYSIF0LcF0I8l8shFRUVedEV5aZMmULlypXx9PRMdRz+K0o1aNCA8uXLs2fPHo4ePZqmnk6dOlGnTh2uX79OQEBAqmsaNmzIxIkT8fT0ZNiwYdSrVw+tVotWq0WSJHx9falYsSKzZ88mMTGR/v37ExYWxogRI8iaNavZYpAWQgi0Wq2+XV5eXhQvXhwfHx+EEOTNm5czZ87Qt29f/v77byRJSlXsrFWrFnnz5iU4OJjnz5/rdUJKAfRVwsLC+Pbbb3n27BkjRozA2dk53eJAfHw806ZNo3LlyuzYsYNcuXIxf/58Ll68SKtWreQOhYrKe8ORI0eoVasWI0aMICYmhnbt2nHlyhVmzZqV4U1dVFTkJDk5mSVLltCnTx9+/fVXsmTJwrhx4wgJCeGLL75QRCFZRUVFRUVFxboYVLiTJCmfJEmVJUnK9trxAZIk7ZAkaaMkSfXldVElM1CmTBlru5Au1vDPXDZf13v9+nW6du3KrFmzePz4Mfv27ePcuXPAf7PNJElCCEGJEiXo378/ADNmzCBfvnypdOk2Vvjf//6HJEn6otfrs8eEEJQpU0ZfGAsJCeHjjz+mW7du3L17l9q1a3PixAlWr179RpHLkLiYEkOd/+fPn6dOnTqMGDGCtm3bsmbNGvz9/QkMDKRv3768ePGCZctS9tvRtVer1VKwYEGaNWvGhQsX9EXH179g/fvvvyxevJgRI0awbt06unfvTvv27d/qkxCC7du3U7lyZaZPn05CQgK9evUiNDSU7777DgeHNDf0Nhql5yVk7ty0lh5j5A2VUVrfunfvHj179qRZs2ZcuXKFsmXLsnPnTvbs2aNfIkBJKLvKBlIAACAASURBVC1+aWFpH81pz1q5eezYMerWrcuwYcOIjY2lVatWXLp0iR9//JHcuXObxaYt9C0lo/T4qWOm/LqMlbXU/ayKbcRPzU359bxv97OGzribDZx+VU6SpOHAr8BnQA/AX5KkyrJ5qKKiYjTXr19n0qRJbN26lfbt2+Pm5saZM2fw9vYmKSkJOzs7fdFN93P48OF8+OGHnD17llWrVvH06VMgpWiXJUsWAJ48eYJWqyU+Ph54s2Cl+zs2NpYxY8ZQo0YN/vrrL5ydnVm2bBlnzpzhww8/tEgM0kLXVg8PD+rWrcu9e/dYvHgxXl5efP755/qC5ciRIwEoUKCAXk4IoY9b/fr1CQsL4/z586n0xsbG0r59eypUqMDUqVO5evUqS5YsYdWqVW8UQ3WEhYXxf//3f3Ts2JHbt29TvXp1jhw5wvr16ylWrJhZ46GikllJTExk3rx5uLq68ttvv5E9e3ZmzJjB1atX+eyzz9TZTCpWISIigj59+tC4cWMuXrxI6dKlWbZsGQcOHKBixYrWdk9FRUVFRUVFYRhauPsfcFgIEf/Kse+Ae0AToNvLY6Nl8E0lE3H79m1ru5Au1vDPXDZf1Xv//n0OHTrE2LFj2b59OzNnzqRy5cps3ryZHTt2AP8V2ezs7NBoNGTNmpUZM2ZQqFAhVq5cybJly3j8+LG+aHf+/Hn++usvGjduTNOmTdP0QQjBihUrcHV1ZcGCBWg0Gr766ivCwsL46quv9OvEvct/Q9qaEXTr+726CYWjoyPly5enadOmFC1aVH+tVqtl27ZtAJQqVYqHDx8iSZJeVpIkKlSogJ2dnf6RYd25XLly0apVK9q3b8/s2bO5fv26fiajbnMLHbGxsbi7u1O1alX2799P3rx58fLy4ty5czRp0sSg9hmK0vMSMm9uWlOPMfKGyiihbx08eJBq1aoxfvx4nj9/TseOHQkODmbKlCk4Ojpa2710UUL83oWlfTSnPUvlZlJSEh4eHri4uLB+/XqyZcvG999/z7Vr13B1dTWqkGyLuWnLKD1+6pgpvy5jZc15P6uSGluIn5qb8ut5X+5ndWQx8PriwGHdHy9n1pUExgshjr081pWUIp6KiooFEEK89Wa/adOm+Pr60rBhQwDy5cvH6NGjGThwIL/++isNGjSgZMmS+kdadQW1li1bMnPmTGbMmMGECRMIDAykZ8+e3Lx5k927d/PgwQO+//57/aYTr66XFxQUxLBhwzh+/DiQsu7d4sWLqVOnjpkj8Xbi4+OZOnUqRYsWZdGiRfrHc7/55huuXr3K/v372blzJ+XLlyd79uzcvHmTzZs34+HhQZYsWViyZAm9e/emf//+9O/fn8aNGwPQrl07ChQowPXr1wFSxWL48OHExcWRI0cOIKVgZ29vr4+xEILNmzczZswY7t27B8CXX37J7NmzKVSokEXjo6KSmbh9+zajR4/WF95dXFzw9PSkTZs2VvZM5X3m0KFDfPvttwQHBwPQvn17Fi5cSLly5azsmYqKioqKiorSMbRw5wgkvPL3/wABHHrl2N/Apyb6pZLJKFmypLVdSBdr+GeqTV2RSLdpgq5gpNOrKxS1bNlSL5M9e3bat29Phw4d2L59Oxs2bGDChAmpCm86XX379sXZ2ZkZM2awZcsWtmzZQtasWSlevDi///67fq02neyjR4+YMmUKy5YtQ6vVkj9/fn766Sf69u2bSr+cccnotXFxcURERBAcHExERIS+cFemTBn69u3LuXPn8PHxoVq1agghWLlyJbt376Z+/fp8+eWXREREEBsby+rVq7lx4wYrV67ExcWF5ORkmjZtysGDB1PFQoeuaCeESDXL8MqVKwwfPhx/f38A6taty+LFi2nQoEGG2y4HSs9LsM3cNLdeU/UYI2+ojDXet/j4eObPn8+cOXNISEggZ86cfP/994wcOVL29SHNjZqblrVnztwMDw9nzJgxbNmyBYAPPviARYsW8X//93+y+GALuZmZUHr81DFTfl2WyE2l9yulYwvxU3NTfj2Z9X72bRhauLsHvLr4RhvgKXDxlWP5gFcfpVVRUfyXJmv4Z4pN3TprAL6+vhw9ehSNRkOxYsVo1KgR5cuXf+NxVN3MvAIFCjBq1CgCAgJYs2YNTZo04aOPPtIX7HR6HRwcqF+/Pn5+foSFhREdHU1SUhIdOnTQ69RqtQgh8Pb2xt3dnejoaOzt7Rk5ciQDBw6kSpUqZo1LRq/Nnz8/kyZNomLFitSsWTPVuQ4dOnDkyBGWL1/O+PHj9bPfVqxYwcCBA/XXtWrVikmTJuHv78+GDRuYPn06jo6OlCtXjh07dnDo0CE+/vjjNO3rZkQ+efKEadOmsXjxYjQaDfnz52fOnDl8+eWXBhU35ULpeQm2l5uW0GuqHmPkDZWx5PsmhGDXrl2MHDmSW7duAdCzZ0/mzZtH8eLFLeaHnKi5aVl75sjNhIQEPDw8mDVrFvHx8eTIkYPJkyczevRosmXLlq6ssTbNcb1KapQeP3XMlF+XJXJT6f1K6dhC/NTclF9PZruffReGflP0A/5PkqRhkiQNBNoD+4UQ2leuKQ/ckctBlczB33//bW0X0sUa/pliU5IkLly4QN26denevTvLli1j6dKlTJkyhf79++vXXHt1PbVXH6etW7cuQ4YMITQ0FG9vb+Li4tIsHP399984OzvTsGFDPvnkE33RTre77NmzZ2nYsCGDBw8mOjqapk2bEhQUxMKFC3nw4IFRbTMkLq9fq9slNy1Kly5NgwYNOH78OCtXriQhIWXycPbs2enXrx/16tUjODiYGjVqcOfOHX3RLikpCYCaNWvSrFkzAKKiovS2Pv30UxITE7l//z7w5g67Or98fHxwdXVl0aJFCCEYOnQoYWFhDBo0yCpFO1B+XoLt5aYl9Jqqxxh5Q2Us9b5dv36dTz75hM8//5xbt25RrVo1fXHdVot2oOampe3JnZt79uyhatWqTJ48mfj4eLp160ZISAju7u5pFu1M8UGpuZlZUXr81DFTfl2WyE2l9yulYwvxU3NTfj2Z6X42Ixj6bXEOEAssAlaQ8tjsNN1JSZLyAI2AEzL5p6Ki8hpCCNavX0/79u1JTk5m3rx5nD17lv3799OzZ0/++ecfpk+f/sbjma/i6OhI//79qV27Nr6+vmzduhVIKTD99ddfREREIEnSGxsp6Hj06BFffvklDRs2JDAwkOLFi7Np0yb8/PyoWrWq2dr+Nl7d7RVSdmi9fv26fp09XTHt4cOH9O/fnwkTJnDixH8fUw0bNqRz587kyJEDBwcHIiIi9OeyZMmCRqPB0dFRvyV4ZGSk3lalSpUoVaoUO3fuBN7cYff8+fM0atSIAQMG8O+///K///2Pc+fOsWTJEpydnc0TEBWVTM7z58+ZOHEiVatWZd++feTNmxdPT0/Onz//1k1zVFTMzb179/jss8/49NNP+fvvv6lcuTKHDx/m999/V9TjNioqKioqKiq2hUGFOyHELaAKMAL4FqgqhAh95ZIPgOWAj1wOqmQOXt2tU4lYwz9jbZ46dYrJkyfj7OzM/PnzGTNmDDVq1KB169b6ha6vXLnChQsX0tVTunRpRo8eTWxsLD4+Phw8eJAZM2bQqVMnvvnmGwBKlCiRSiY5ORkvLy9cXFzw9vYma9asjB8/npCQELp3756qaGVs+wyRK1q0KFqtVr/bq7+/P127dqVDhw5Uq1aNli1bcvLkSb1fzs7OzJw5k7i4ONatW0dkZKReV+/evWnRogWHDx9m3bp1PHnyBEgpxNnb23P37l3WrFlDvnz5GDZsWCo/ihUrRqlSpYD/ioTR0dEMGTKEunXrcvLkSYoUKcK6des4evToG4/rWgul5yXYVm5aSq+peoyRN1TGXDEUQuDr60vFihWZM2cOiYmJDBgwgLCwMIYPH67f/drWUXPTsvZM1R0XF8eUKVNwc3Nj9+7d5M6dmwULFhAUFESLFi3M6oNScvN9QenxU8dM+XVZ6n5WxXhsIX5qbsqvx5bvZ43hnXe4kiTVEkLoKwBCiEhgcVrXCiHOA+flc08ls5A7d25ru5Au1vDPWJuBgYFERESwZ88e/RpyuvXpcubMSdmyZTl27Fi6O5NqtVqyZMlC9+7d2bFjB9u2bePKlSs8ePCAOnXqMHny5Dd8DAgIYNiwYVy+fBmA1q1b4+npiaurq6ztM0Qud+7c2NnZ8ejRI4YMGcLWrVupXLkylSpVwt3dneTkZAoUKKC/3s7Ojnbt2tGpUyd8fX1p0qQJAwYMAFKKbwMGDOD8+fOsXbuWRo0a0aZNG4QQHD9+nBUrVuDn58egQYOoXbu2fpafs7Mzu3btIn/+/EBKbH/99VcmTpzIo0ePyJIlCyNGjOD7778nT548RsXEXCg9L8G2ctNSek3VY4y8oTLmiOHVq1cZPnw4fn5+ANSpU4fFixfrd83OTKi5aVl7xuoWQrBt2zZGjRpFeHg4AH379uXHH3+kSJEiFvFBCbn5PqH0+Kljpvy6LHU/q2I8thA/NTfl12Or97PGkpEZd+ckSbopSZKHJEmNpdefA1NRyQBhYWHWdiFdrOGfsTa7d+/Oli1bqFKlin5zCN1jmzly5ODp06fv1KG7PiAggJiYGJKTk4mPj+eXX37h7Nmz+sJUWFgY9+/fp3fv3jRt2pTLly9TunRptm3bxv79+99atDOlfRmV0/l35MgRmjRpgr+/P+PHj2fVqlVs3bqVPn36MGDAACpUqJBKLm/evIwaNYpcuXKxatUqLl26pD/32Wef0bVrV+7cucPatWs5evQoXl5e9O/fn/Xr1zNlyhSWL1+Os7MzkiTp46gr2p08eZL69evz9ddf8+jRI1q0aMHFixf56aefFFe0A+XnJdhWblpKr6l6jJE3VEbOGMbExDB69Ghq1KiBn58fzs7OLF++nNOnT2fKoh2ouWlpe8boDgkJoU2bNnTu3Jnw8HBq1qyJp6cna9asMbhoZ6wPxsjZQt9SMkqPnzpmyq/LErmp9H6ldGwhfmpuyq/H1u5nTSUjz5SMBzoAI1++HkiStAPYBhwWQiSZ0T8VFZXXKFSoEJ999hnAG5saPHnyhPv371OuXDl9MSktnj59yooVK5g3bx4PHz6kb9++eHl56f+rkJycjFar5ffff2f9+vXExsaSLVs2JkyYwPjx43F0dDRfAzOIJEnExMTg6elJeHg4Hh4e9OrVixw5cgApm0pkzZpVf31sbKx+ZmK1atUYMWIEkyZNYsuWLXzwwQfkyJGDLFmy0K9fP06dOsX27ds5e/YsN27coFGjRuzbt09fBNRoNKnWD4yKimLChAn4+PgAKVuHL1iwgM6dO7+x5p2KikrG0Gq1rF+/nnHjxhEVFYUkSQwZMoSZM2em+/mmomJOnj17xsyZM1m4cCHJycnky5ePWbNmMXjwYI4ePWpt91RUVFRUVFQyIe+ccSeEmC+E+B9QHPgGuAT0B/aQUsTbKElSF0mScprVUxWbJr3HNpWANfwzh83Y2Fju3btHy5Yt9cW1tHY5jY+P58KFC+TLlw9/f398fHzInTu3frdYPz8/atSowbJly4iNjeXzzz/n2rVrTJs2LcNFO2PbZ4jczp078fPzY+7cuQwaNIgcOXIghECr1eqLdlFRUSxdupQ1a9Zw8+ZNALJly0bv3r1p2LAhq1ev5siRI3qdNWvWpEePHsTHx/Pw4UPWrVtHQEAAFSpUQKPRpNr0Izk5mUWLFuHi4oKPjw8ODg5MnDiR4OBgunTpoviindLzEjJPbsqp11Q9xsgbKmOqjxcuXKBx48b069ePqKgoPvzwQwIDA/nll1/ei6KdmpuWtZcR3UIINm7ciKurK/Pnz0ej0TB48GDCwsIYMmQI9vb2JvloiTHTFDsqKSg9fuqYKb8uS+Sm0vuV0rGF+Km5Kb8eW7iflZMMr+L8cm27ZcAySZLyAp8BHYH2QA8gQZKkQ6TMxNsphIg2g78qNorSv2hZwz9z2NRtSPHxxx8DKV800ioeFS5cmBkzZlC+fHn9dVqtlnv37jFmzBj9LrPlypVj8eLFtGvXzmBfjG1fRuViY2MJCAigdOnSdOzYEfhvrT9JkkhMTOT48eOsWbOGPXv2EB0djYuLC5MmTSJHjhwUL16c8ePH07VrV9auXUu1atX0m3H06NEDZ2dnevbsqS/SvT7Lzt/fn+HDh3PlyhUA2rVrx6JFi954NFfJKD0vIfPkppx6TdVjjLyhMsb6+OjRIyZPnszy5cvRarUULlyYefPm0bt37zdmGGdm1Ny0rL136b506RLDhg3Tz6hr0KABixcvpm7durL5aO4x01Q7KikoPX7qmCm/LkvkptL7ldKxhfipuSm/HiXfz5oDo+6ChRAxQoj1QojOQAGgE+ALfASsAiIlSfKTJGm4fK6q2DLBwcHWdiFdrOGfOWwePnwYQL/2nCRJREdHs2bNGr093aw6XdEuOTmZFy9eMGfOHCpVqsTWrVvJkSMHc+bMYenSpUYV7cD49mVULjo6mps3b1K2bFn9BhSvfrHfuHEjX3zxBRs3bqRjx46ULl2a5cuXExgYqL+2efPm9O/fn927d7Nt2za9bOHChenTpw/29vb6eOmKdnfv3uWLL76gefPmXLlyhbJly7Jz50727NljU0U7UH5eQubJTTn1mqrHGHlDZQy9XqPRsGLFClxcXFi6dCmSJDFq1ChCQ0Pp27fve1W0AzU3LW3vbbofP37M8OHDqVWrFkePHqVgwYKsWrWKEydOvFG0M9VHc4+ZptpRSUHp8VPHTPl1WSI3ld6vlI4txE/NTfn1KPF+1pyYfCcshEgQQmwXQvQDCgOtgRVABeBnU/WrqKhkjBcvXuhnoLm6upKcnMzRo0eZPHkyAwYMYPTo0QBkyZJ6ou3+/fupUqUKU6ZMIT4+nu7duxMSEsKECRNwcHCwRlMyxN27dxFCEBMTk2otOx2FCxemQYMGhIeHs2LFClq3bs3jx49ZtGgRUVFRAOTJk4dvvvmGFy9e8McffxAd/eZEYV28Xrx4wY8//kjFihXZtGkT2bNnZ8aMGVy7do3PPvtM8Y/FqqgolWvXrtGwYUO++uoroqOjad68ORcvXmTBggXkzZvX2u6pvIdotVpWrVqFi4sLixcvBuDbb78lLCwMNze3966QrKKioqKiomJdMvyobEYQQmiAQy9f30iSVF9O/Sq2i5KmmaaFEqYv6x7zfJW3PeqaFlFRUVy9epVevXpx//59NmzYwNKlS7l9+zbu7u7MmjUr1fU3btxg5MiR7NmzB4AqVarg5eVF8+bN3+qjIZj70YIaNWpQoEABLly4wMGDB2ndunWqGLZr1y7VbMFmzZpx7949tm3bRseOHenduzeQ0u79+/fToEEDcuZMe6nOAwcO6L+0AXTq1AkPDw/KlCljVBuVgtLzEpSRm0rTm1keLfj3339xd3fH29sbgBIlSuDh4UHXrl3f+0K4mpuWtfeq7rNnzzJs2DDOnDkDQJMmTfDy8qJ69epm9VF9VNY2UHr81DFTfl3qo7LKxxbip+am/HqUcj9rKTL0L0NJkupLknRYkqRnkiQ9lSTpoCRJ9d4lJ4Q4Y7qLKpmBwoULW9uFdLGGf6/b1BWcfvvtN7Zv3w5g0JfXU6dOkZSURGxsLG5ubowfP57SpUtz48YNfdEuOTmZ58+fM3nyZKpUqcKePXvIkycPCxcu5MKFC6mKdmn5aEr75JZzcHDgk08+AWDTpk3Ex8djZ2f3xmYciYmJABQtWlTfvqCgIDQaDZAyo65FixbkzJlTf0zHrVu36NixI23btiUsLAxXV1cOHDjA1q1bbb5oB8rPS1BGbipNr6l6jJE3VCa965OTk/Hy8sLFxQVvb2+yZMmCu7s7wcHBdOvW7b0v2oGam5a2V7hwYR4+fMjgwYNp0KABZ86coVixYmzcuBF/f/8MFe1M9dHcY6apdlRSUHr81DFTfl2WyE2l9yulYwvxU3NTfj3Wvp+1NO8s3EmSVAnwA5oDOYFcwMeAnyRJFc3rnnWQJMldkqSzL4uUDyRJ2iVJUlVr+2XLhIaGWtuFdLGGf6/bFEKwYsUKevXqxcKFC7l//75B+k6cOAHAli1bOHfuHBs2bMDPz49y5cqh0WjQarVs376dSpUqMWvWLBITE+nXrx+hoaGMHDkyzcdNTYlLRmTT2vE2NDQ0zeOv4+DgQLly5ShWrBh79uxh06ZNqXRqtVr9dZAyi2LBggW0aNGCadOmpdpoQofuWHx8PNOnT6dy5cps376dnDlzMm/ePC5dukTr1q3f6ZutoPS8BGXkptL0mqrHGHlDZd52fUBAALVr1+bbb78lJiaGtm3b4u3tzezZs8mVK5fBfmVW1Ny0nD2NRsPcuXNxcXFh5cqV2NvbM27cOEJCQvjiiy8MKiSbe8yUQ84W+paSUXr81DFTfl2WyE2l9yulYwvxU3NTfj3WvJ+1BhmZcTcOcATWAA2AhsA6IAcw3nyuWZVmwC+kbLbRAkgGDkmS5GxNp2yZ12cyKQ1z+vdqEepVO6/+rnsktnr16nTq1IkvvvhCv+FCRtGtBdWjRw/+/fdfvvjiC72d0NBQWrduTdeuXblz5w61atXi+PHj+Pj4UKRIkbfqNCUu75LVarX6L0QXL15k586d7Nu3j4cPH75RfHsd3flq1arRrVs3Hj58yLRp0zh79qx+5qLuZ2RkJCtXrmTlypXkyZOHUaNGkStXrjT9E0KwY8cOKleuzLRp00hISKBnz56EhoYyduxYRa/5ZwxKz0uwjo/msimXXlP1GCNvqMzr19+/f59evXrRtGlTLl++TNmyZdmxYwd79+6lZMmSBvuT2VFz0zL2jh8/Tt26dVm4cCGPHz+mVatWXL58mR9//JHcuXNb1EdjZU3NTRXDUHr81DFTfl2WyE2l9yulYwvxU3NTfj3WuJ+1JhlZ464pcEEIMeCVY2ckSapGSoEr0yGEaPPq35Ik9QFigP8Bu6zilI3j5ORkbRfSRW7/7t27R/fu3Zk1axZNmzYlMTERe3t7/Ywu3ayy+Ph4HB0d0Wg0ZMmShYYNG7Jq1SqjFmQfNGgQbm5uPH78GEmSSE5OJi4ujhkzZrBo0SKSk5PJly8fs2fPZtCgQWnOOHsdU+LyNlldkdLOzo6IiAiGDx/On3/+SVJSEgkJCZQrV44rV64wZcqUty4Ariv4lSlThgoVKvDvv/+yceNGunfvTu/evWnevDnFihVj//79HD16lN27d1OsWDF8fHz46KOPAN5of1hYGCNGjGD//v1ASlFw8eLFNGnSxOgYKB2l5yVYx0dz2ZRLr6l6jJE3VEZ3fWJiIosWLWLGjBnExsaSPXt23N3dGTt2LI6Ojgb78b6g5qZ57UVERDB+/HjWrVsHQJEiRfjll1/o0KGDSY9qm2PMlFvOFvqWklF6/NQxU35dlshNpfcrpWML8VNzU349lryfVQRCiHRfQALgkcbxBUDCu+TN8QK6AF7AUeApIID175ApAXgD94EXwG1Sdr3NlwF7RV/aaPSua11cXITKm0RGRlrbhXSR27/ffvtNSJIkatasmer4rVu3xOeffy4KFiwoPvjgA9GuXTsRHh4uq+379++L5ORksW7dOlGkSBEBCEmSxFdffSUePHhgkC5T4vIu2d9//10UK1ZMlCxZUvTp00fMmzdPdO7cWeTKlUtIkiT++OMPIYQQGo3mnTZiY2NFt27dRL58+YQkSUKSJOHg4CAcHBxE0aJFxfTp04Wfn59eTqvV6n9/9uyZmDBhgsiaNasARN68eYWnp6dISkoyuu22gtLzUgjr+Ggum3LpNVWPMfKGykRGRooDBw4IV1dX8XL8FB07dhS3bt1649pXc1MlBTU3zWMvMTFReHh4iNy5cwtAZMuWTUyZMkXcvHlTBg/NO2bKJZfR69W8TBul56Y6ZsqvyxK5aci1am6+idLzUgg1N82hx1L3sxkFCBRmrIFl5FFZB1Jmm71ODPDmoliWYTIwDKgJ3HvXxZIklQfOAQOAM8BC4CYwAjgpSdK7tgtZBAQBJ03w+b3m77//trYL6SKXf+LlI5w9evRg4MCBXLx4EQ8PDwAOHTpE06ZNCQwMpEqVKtjb27N//3569OjB5cuXZbEPKTugNmvWjD59+hAZGUmDBg04e/Ysy5YtM/jxW1Pikp7s3r17mThxIqVLl2bp0qUsW7aMsWPHsm7dOgYOHAikbNKRlJT01ll3OhtarZacOXOydu1ajh07xsqVKxk6dCizZ89m+fLlBAUF8f333wMpi+JDyow9IQS///47FStWZO7cuSQlJeHm5kZYWBjDhw8nSxZZN91WJErPS7COj+ayKZdeU/UYI2+IzD///EP37t1p06YNoaGhuLi4sH//fv74449MsamLJVBzU357hw8fpkaNGowZM4Znz57x2WefcfXqVWbMmEFERITVfTRW1lA5W+hbSkbp8VPHTPl1WSI3ld6vlI4txE/NTfn1mPt+1lgb5sJWv5mOAu4CN0h5lNfvHdf/AhQCvhVCeOkOSpK04KWuWcDXaQm+vKYRKbPtlPOQs42h29lTqRjrn1arTVVYkiQJjUaDvb0933zzDQcPHmTSpEn633Pnzo2Hhwdt2rTh8OHD+Pn5MX/+fJYuXcr06dMpWLDgGzbEy0dqc+TIoX/MNC0eP37MlClTWLp0KVqtloIFCzJv3jz69u2bbvErPUx5394m++LFC+bNm0dUVBSbN2+mdu3aQEoss2XLRpUqVShUqBDx8fFkzZr1jRi/bkN3zsHBgcqVK1O5cuU3rtNoNAgh9MW4K1euMHz4cPz9/QGoU6cOS5YsoUGDBka31xZRel6CdXw0l0259Jqqxxj5jMgkJCQwf/58Zs+eTUJCAjlz5uT7779n5MiRmW59SHOj5qZ89u7cucOYMWPw9fUFoHz58ixatEi/8CtZ/AAAIABJREFUK7kpuuXy0RRZQ+VsoW8pGaXHTx0z5ddlidxUer9SOrYQPzU35ddjrvtZU22Yi4wW7jpIklTmtWM1ASRJ8k7jeiGE+NIEv9JFCKEv1L1rLZKXs+1ak/Jo7JLXTk8FBgN9JEkaI4R4/prsQqAH0FwIcdN0z99fjFnk2ZIY69/rBaWkpCT97qw1atRgyJAhuLu707x5c7Jly8bPP//Mxx9/DKQ8Mz948GBu3rzJ2rVradasGV26dEmlMzIyEg8PD5ycnBgzZgzZs2d/wwetVou3tzfu7u48fPgQe3t7RowYwbRp00x+Lt+U9+1tstmyZaN///58+eWX+qKdEELfbicnJ548ecKjR4/0RdCM2Hj9s0BX8BNCYG9vjyRJxMTEMH36dDw9PdFoNOTPn585c+bg5uaWoTX/MhtKz0uwjo/msimXXlP1GCOfnowQgt27dzNy5Ehu3kwZKtu0acOqVasoXry40X6+z6i5abq9Fy9e4OHhwaxZs4iLi8PR0ZHJkyczevToN8ZSJeSmsbKGytlC31IySo+fOmbKr8sSuan0fqV0bCF+am7Kr0fu+1m5bJiLjBbuar58pUX/NI4JwGyFOwNp/vLnQSFEqi0qhRDPJEk6TkphryFwWHdOkqRFQHdSinYhlnI2s1KiRAlru5Auxvrn7+/P2LFj2bRpE+XLl9cX7Y4cOULTpk0ZOHAgBw8exN/fn/z581O2bFkgZQZYiRIlKFy4MIMGDSIgIIBffvmFGjVq4Orqqtd/6tQpPDw8KFy4MJ06daJSpUqp7J85c4Zhw4Zx9uxZAJo0acK0adNo3rw5cmDK+5aebI8ePVI9ivpq0S1//vwkJiZSv379dxbT0rOhKwRKkoRWq+XAgQP06NGDqKgo7OzsGDp0KDNnzsTZ+f3dLFrpeQnW8dFcNuXSa6oeY+TfJnP9+nVGjhzJ3r17AahatSpeXl5UqlSJwoULm+Tn+4yam6bZ27t3LyNGjODGjRsAdO3alZ9++olSpUqZrFsuH+WSNVTOFvqWklF6/NQxU35dlshNpfcrpWML8VNzU349ct7PymnDXGTk+bkBRrzczOGskeiqIGFvOX/95U8X3QFJkpaQ0o6ewGNJkoq8fOUyn5uZm9u3b1vbhXTJqH9JSUmp/vb39+fcuXMsWrRI/7eLiwtdunThn3/+IX/+/AwbNky/tpxuF0U7Oztu3boFQL169fjqq68ICAjgjz/+4Pnz/yZ+NmzYkBkzZuDr65uqaPfgwQMGDhyoX7+uWLFibNy4EX9/f3LkyGF0HF7HlPctPdns2bOTJUsW/ZqArxIYGAhAs2bNTLKh48KFCzRu3Ji5c+cSFRXFRx99RGBgIEuWLHmvi3ag/LwE6/hoLpty6TVVjzHyr8s8f/6cSZMmUbVqVfbu3UuePHlYtGgRFy5coFmzZjbRt5SMLcTP0j5mxN7ff/9N+/bt+eSTT7hx4waVKlXi0KFDbN68+a1Fu4zqlstHuWUNlbOFvqVklB4/dcyUX5clclPp/Urp2EL81NyUX48c97PmsGEupLS+ONsSkiQ1I2WNuw1CiN5pnF8BDAIGCSF+TeP8LGAiMFEIMeflsbcFZboQYloaOgaT8sgtBQsWrLN582bjGpOJiY2NJVcu5dY9M+Lf9u3bOXXqFMOHD9c//hUdHY2XlxcBAQHUrFmToKAgXF1d+fTTT2ncuDF58uQBYOHChezatYtevXrx5ZdfotFoiI+P19v8559/WLBgAQ8fPmTs2LHUrPnmBFchBFqtlp07d+Lt7U1sbCxZsmShS5cu9OnTR1+wkzPWpugyVtbDw4M9e/awdu1aSpQoke66funZiImJwdvbm127diGEwMnJiSFDhtCqVat3PmL/vqD0vATr+Ggum3LpNVWPMfI6GSEER44c4ZdffuHBgwcAtG3blkGDBqUqhBtiwxb6oaWxhZhY2sf07CUkJLBx40Y2bdpEUlISOXLkoF+/fnTq1ClDGw0pITeNlTVULqPX20IftAZKj4s6ZsqvyxK5qY6ZpmELMVFzU349ptzPmuP65s2bnxNC1DXIIUMw55a1lngBzUh5NHf9W86veHl+4FvOz3p53l0Of1xcXITKm5w6dcraLqRLRvzr37+/kCRJzJo1K9Xxnj17imzZsomsWbOKcePGiYsXL+rPJScnCyGECA4OFi4uLkKSJPHPP/8IIYQ4fvy4/jqNRiM2bdokJEkSHTt2FI8ePUplQ6vVioCAAFG9enXxsr+K1q1bi5CQEKPaklHepUvXvlf9NMWPFy9eiMqVK4uKFSuK2NhY/fHnz5+L8+fPZ8i/5ORksWzZMuHs7CwAYW9vL0aPHi127dplsD+ZHaXnpRDW8dFcNuXSa6oeY+RPnTolrl69Klq0aKH/DKpdu7Y4efKkyTb8/PwM9iezo+ZmxuxptVqxdetWUapUKX2/7NOnj7h//77JuuXy0dyyhspl9Ho1L9NG6bmpjpny67JEbqpjpmkoPS+FUHPTHHqMvZ811/VAoDBj3cvgrSYlSSotSVJPSZK+e/nqKUlSaRPrh+Yk5uXPvG85rzv+xAK+vLeUKVPG2i6kS0b8mzt3LmXLlmXVqlUEBAQAEBoaym+//Ubx4sVJTk7GycmJ6tWrAymbI+jWaKtYsSLDhw8H4OuvUzYwLl++vF63nZ0dTZo0YezYsQwePJh8+fLpz92/f58+ffrQpEkTLl26ROnSpdm2bRv79+9PtR6eIW3JKG/TJV7O1NW17+jRo0BKm03x4+HDhwQHB9O6dWty5swJwOXLl5k7dy716tXjwIED6fp38uRJ6tevz9dff82jR49o3rw5Fy9exMPDQ/H/ibMGSs9LsI6P5rIpl15T9Rgq//TpU1avXk2NGjX466+/cHZ2Zvny5Zw5c4aGDRuaxcf3HVuIn6V9fN1eSEgIbdq0oXPnzoSHh1OjRg2OHj3K2rVrKVq0qEm65fLRErKGytlC31IySo+fOmbKr8sSuan0fqV0bCF+am7Kr8cYeVseMzNcuJMkyVWSpAPATWAd8OPL1zrgpiRJ+yVJqmgeN00i9OVPl7ecr/Dy59vWwFORgbt371rbhXR5l38ajYbChQszadIkbt26xerVq3n8+DGurq6cPn2aRYsWUaNGDebPn8/16ynLJuo2R9AVs9zc3GjXrh379+9n27Zt3L17l+TkZL2NokWL8uOPP9K2bVsgZfvpn376CVdXVzZs2EC2bNmYOnUq165do0OHDm993FPOWKelS7zy6Oq+ffsoXrw4TZs25datW9jb26PRaAz2Q1cIPHnyJACffvop0dHRrF69mkGDBvHDDz/Qrl07PvzwwzT9i4qKYsCAAXz00UecP3+eEiVK8Pvvv3P48GGqVKlieMPfE5Sel2AdH81lUy69purJqLwQgnXr1uHq6sry5cvRaDQMGTKEsLAwBg8enO7mMbbQt5SMLcTP0j7q7D179oxx48ZRrVo1/vzzT5ycnFiyZAnnzp2jUaNGJumWy0dLyhoqZwt9S8koPX7qmCm/LkvkptL7ldKxhfipuSm/HmPkbXnMzFDhTpKkxsAZoBWQCJwENr98nXx5rDVwSpIk4+6azIffy5+tJUlK1V5JknID/wPigFOWdux94tmzZ9Z2IV3e5p8QAo1Go/+C6ubmRseOHfH19WXLli1AyuYSn376KW5ubsTExDBt2rRUOuzs7NBoNOTIkYPRo0fj5OTEyJEjefr0aZobNAghOHToEDVq1GDs2LHExsbSvn17rl27xrRp0965+YScsU5LlyRJxMXF4eXlRdeuXYmIiABg5syZwH+z8AzxQ1cI9PNLSdfg4GDGjBnDwIEDiY6O5tChQ+zatYs8efKkiteTJ0/w9PTE1dUVHx8fHBwccHd3Jzg4mG7duqlr2b0DpeclWMdHc9mUS6+pejIiHxQUROPGjenbty+RkZFUqVKFwMBAfvnlF/Lnz292H993bCF+lvbx6dOnbNy4EVdXV+bPn49Go2HQoEGEhYUxdOjQd+5Cnh5KyE1jZQ2Vs4W+pWSUHj91zJRflyVyU+n9SunYQvzU3JRfjzHytjxmvrNwJ0mSE7AVyEnKDLuiQohGQogvXr4aAUWBOS+v2fpSRhEIIf4GDgJlgG9eOz2dFJ/XCSGeo2I2HBwcrO1Cujg4OKRZQJMkCXt7e8LCwpg6dSrz58+nbNmyxMXF4evrS0hIiP76bt268fnnn/Pbb7+xe/du4L/ZdrovFC1btqRv377cuXOHjRs3AqQqLoWHh9O1a1datWpFSEgIH3zwAXv27GHHjh2UK1cuw22Ri7R0JSYmsnnzZsaMGUPevHn57bffyJcvHz4+Puzbtw9ImaFoqB8vXrzg4sWLZM+enTlz5rB+/XqmT5/O9evXadGihb6IqovXkSNHGDx4MCNGjCAmJoZ27dpx5coVZs+erT4Wm0GUnpdgHR/NZVMuvabqSU/+0aNHfPPNN9SpU4fjx49TqFAhfHx8WLZsGbVr17aYj+87thA/S/p46dIlRo8eTa9evYiIiKB+/fqcPn2aFStWULBgQZP1KyE3jZU1VM4W+paSUXr81DFTfl2WyE2l9yulYwvxU3NTfj3GyNvymPnOXWUlSfoemAYME0L8P3tnHlZVtQXw32FGRRGcEDUVBQlTMjIrp9LMMl5amKmlZo45z+WEWjjkkOWUiVNmVg75StPnkCZqDhhXMRBCRVQQRVBRkOHe/f6gexKlvDPnxvl93/mUe89ae6219zp7szl776UPuXcQsBQIF0J8aCkjSyinM9D5zx9rAC9StIQ36s/PMoQQY++53w84DFQD/gvEA08Bz1G0RPYZIcR1M20KBUKrVKnS//Tp01y/fp2rV68C4O/vT3Z2tvxmkp+fH/n5+Vy8eBH4a+20/rjh2rVr4+LiwtmzZ4GiJZQeHh4kJhat5q1WrRre3t7Ex8cD4O3tTfXq1UlISECr1eLp6YmPjw9nz54lPz8fDw8PatWqRXJyMrm5ubi7u1O3bl0uXbpEdnY2Li4u+Pn5kZaWxo0bN3B0dCQgIID09HSuXy8KS2BgoFk+ubu7U7NmTUX69Ouvv1K5cmVatGhRok+zZ89mzZo11KtXD61Wi4eHB6dOncLd3Z2+ffvy+uuvyz4dO3aMkSNHUqlSJb7++mvq1atHfHw8165dw8nJiWeffZY9e/Zw4MABXnvtNZo2bcrZs2e5ffs2W7duZc2aNeTm5uLm5sY777zD+++/z7Vr14zyKSEhQZ4wNLftOTo64ufnV6yeKlasyLhx40hISCA8PJynn36aRYsWERERQaNGjdi1axcpKSmkpqZSr149g+vp4sWL9OjRgzt37tCuXTsGDRqEt7c3gYGBpKenk5mZCYCHhwfh4eFs375dtnny5Mk0bNgQSZL+1qfNmzcTHBysqLZX2s+I48ePU6FCBUX7dOTIEby8vGxaT3/88QdeXl4W98nZ2Zl69eqZ3fZ+++033N3dTa6nkp4Rly5dYseOHaxatYqsrCwcHBx47bXXmDJlChUrVuS3337Dy8vL4LZ36NAhvLy8DPLpwoUL+Pr6Kq7tleYzokqVKjg4OCjap/Lly5OXl2fVerp16xbTp09n69at6HQ6vLy8ePfdd+nYsSO+vr4W8+ny5cv4+vqa3fYqV66Mm5ubSfWUmZlJUFCQ0T45OTlx69Ytg9texYoVKSwsfKhPu3btIjg4WJFtrzSfEabWk618+v333/Hy8rJpPV25coVHHnnE4j6Zk0/3+5SZmUmjRo1s2udmZmby7LPPGtT2Tp48iZeXl0E+xcbGUqVKFcW1vdJ8Rri6unLnzh1F+6TT6cjIyLBpPVnyd0JL5ZMlxxGmPCNu3rzJrVu3DG57kiSRlZVlkE+lfqosRUtkYw097QI4BRy35okaFE0kin+4kkuQqQ2sBtIoWtp7AVgIVLakbeqpsiUTExNT2iaUyODBg4UkSeKzzz4r8ftvvvlGuLi4iHbt2okDBw6IwsJCodPpxLx584SPj4945JFHxP/+9z/5fp1OJyZMmCAkSRKTJ08WZ8+eFTt37hRhYWGiXr164vr16/K9MTExorCwUGzbtk34+fnJ7feNN94QKSkpJvtkiVhrtVpZV15envy5/hTZ8+fPyzbq723Tpo2QJEnMmjVLCCHEiRMnHlpOdna2/P/8/HyxevVqsWTJkmLl6U+qzcvLE3PmzBHly5cXgHBzcxODBw8WOTk5BvmknsL1IErNy3spDRutVaal9Jqr5375I0eOiJCQEPkZ1LZtWxEbG2tWmcbcr+bmg5T13NRqtWLVqlWiatWqAhAODg7izTfffODEdUuhhNw0VdZauanmZckoPTfVPtPyumyRm2qfaR5Kz0sh1Ny0hh5T5K05nsXKp8o6GTC31xD40oi5wH1ALyPuNxohxDSKJu+MkbkIvGMNe1Qezo0byjq0V/y5DLZx48Y4OzuTkpJS7Hv9AQtffvklzs7OfPLJJzz22GPy90OGDKFixYoMHDiQVatWERISgpeXF5Ik0bt3b06fPk1ERASrVq3izp07aLVaIiIi8PLykss+ffo0U6ZMkZfVPvrooyxatIjnn3/eLN/MjbUQQj5Y45tvvuHMmTO0atWKMWPGyJ/fe8KOTqfDwcGBJUuW8NhjjzFz5ky6dOnCrVu3iu0PeC937txh+vTpnDp1is2bN1O+fHmcnZ3p06cP+/fvBygmu2vXLoYNGyb/RaRLly4sWLCA5ORk3N3dzfK3LKO0vCyJ0rDRWmVaSq+5evTyV69e5YMPPmDVqlUA+Pr6Mn/+/BL3hzS2THtoW0rGHuJnLRujo6MZOnQoR48eBaBVq1YsWrSIrKysYieuWxIl5Kapsmpu2halx0/tMy2vyxa5qfR2pXTsIX5qblpejyny9txnGnI4hRtw2widd/6UUVGRMWfTaGvy3nvvERsby3/+8x/5M51Oh6OjI46Ojly6dIlq1apRq1YttFqtvA+em5sbvXr1omPHjvzwww98++23snxgYCDz5s1j3LhxNG3alP79+5Oamsrw4cMByM3NZcqUKfTt25dt27bh4eHBggUL0Gg0Zk/agfmxliSJY8eO8fjjj7No0SISEhI4duwYBQUFJR724OTkhE6nIygoSD5MY+rUqXIM9TG738YVK1awa9cufvnllxLtd3R0JDk5mddee40XX3yRxMRE/P392blzJ1u2bKFu3bqKbVf2gj3ErzRstFaZltJrrh4hBIsWLcLf359Vq1bh7OzM+++/z5kzZ+jWrVuJeW5smfbQtpSMPcTP0jZmZGQwYMAAef86Hx8f1q9fzy+//ELTpk2tGhMl5Kapsmpu2halx0/tMy2vyxa5qfR2pXTsIX5qblpejynydt1nPuyVPIqWlG409BU+YCOQYs3XBJV8qUtlSyY9Pb20TfhHfvjhB9G6dWtx9uxZIUTREs20tDTx+OOPi4oVK4obN24IIf5aFipE0bLYFStWCCcnJ9G6dWv5VVr90k4hhLh165b8//z8fLFp0yZRp04deUlar169RFpamkV9MTXWet9++OEHUadOHREcHCwiIiJEYmKiwbJarVbUrFlTSJIkVq5cKYT4a3mtnoKCAiGEENu3bxebNm0q0f6cnBwxffp04ebmJgBRvnx5MWfOnGLLdvX3Goq6tOBBlJ6XQpSOjdYq01J6zdHzyy+/iMDAQPkZ1LFjR5GQkGDxMtXcNI+ylJuFhYViyZIlonLlygIQTk5OYuzYscX6T0uWVxJKyE1TZa2Vm2pelozSc1PtMy2vyxa5qfaZ5qH0vBRCzU1r6DFF3prjWay8VNaQN+6OAC9JklTzYTdKkuQLvAT8asIcosq/mPT09NI2QUa/DPZevv/+e6KiooiIiACKZtdr1KhBo0aNyM7O5vPPPwf+OgFWp9MhSRIeHh5otVpOnz7NunXr5FNPxZ9vmXl4eADw+++/8/LLLxMWFkZKSgrBwcGsXbuWtWvXUqNGDYv6Z2qs9ctgFy1ahKOjI3PmzCE0NJSGDRs+cK/ev3tlCwsLcXBwYNGiRQBEREQghMDR0ZETJ06wZcsW4K+/XLz88svywR56fUIIvvnmG4KCgggPD+fu3bt0796dhIQExo8f/8DJPkpqV/aIPcSvNGy0VpmW0muKntTUVN566y3atGlDfHw8devWZevWrfz000/4+/tbvEx7aFtKxh7iZwkbDx06REhICEOGDCErK4v27dtz6tQp5s6dK/eflizv7yjN3DRXVs1N26L0+Kl9puV12SI3ld6ulI49xE/NTcvrMUXenvtMQybuVgDlgK2SJFX7u5skSaoKfA+4/ymjoiKjPw1GCegnjrZt28aVK1cAePPNN3niiSdYs2YNP/30k3zvmDFjAFi+fDlnzpxBkiTy8/PlSa67d+/SvHlzoGjC6+TJk8BfE3y3bt1i3LhxBAcHs2fPHipXrszSpUuJjo6mTp06VvHPnFhHRUWxZ88eZs2aRYcOHbh+/TqpqanEx8ezZcsW9u7dS2ZmZrEJTD1OTkVbZr722mt06tSJ8+fPM27cODZs2MC7775LWFgY0dHRJS7DkySJP/74g06dOjFixAjOnz9P48aN2b9/P19//TW+vr4W91XFPuJXGjZaq0xL6TVGT35+PvPmzSMgIID169fj5uZGnz59iIuL49VXXy0xH80t05T7VYpjD/Ezx8YrV67Qu3dvWrZsiUajoU6dOmzevJldu3YRGBho8fIeRmnkpqVk1dy0LUqPn9pnWl6XLXJT6e1K6dhD/NTctLweU+Ttuc986OEUQog9kiStB3oCcZIkfQHsBS7+eUttoD3QD/AGvhZC7LGSvYpFkqRQILRKlSryscVKOia7tI/+vnz5MhcvXlSET1evXmXDhg2sWrWKDRs2UL16deLi4hg8eDD9+vVj9OjRuLi4EBAQgKenJ507d2br1q288847LFy4kNzcXABSUlIIDw+nXbt29O3bFycnJ2rUqMH+/fsRQnD8+HEWLFhAeno6kiQRFhbGjBkzyMjIICoqiqSkJAIDAy1eT8nJyfIBD8bW086dOwFIS0tj//797Nixg08++YR9+/Zx+3bRVpfBwcE899xzhIaGFqunwsJCPDw8qF27Nn369OGnn35iwYIFQNGbh8OGDUOr1ZKenl7Mpxo1ahAREcG6desoKCigXLlyDBs2jBdeeAEhxD/mk0ajMTifNBpNqbc9Wx47b4hPp0+flutHqT7p682W9aQv09I+paSkkJqaanbbi4uLA3ioT7/99huff/45f/zxBwAtW7Zk/vz5xMXFyRv/G+qTPiaGtj39/Yb4lJmZydGjRxXX9krzGZGZmUlcXJyifcrMzOTEiRNG1dOVK1f44osvWLNmDTk5Obi4uNCtWzd69OhBUFAQ586dK5VxhEajsUjby8jIICEhwaR60mg0JvmUmZnJ4cOHDW57mZmZaDSah/qkz2Eltr3SfEaYWk+28klfb7asJ41GYxWfzMmn+33SaDRW73Pv90mj0Rjc9vT1ZohPGRkZ8jhfSW2vNJ8R9jCOyMzMlOvNVvVkzu+E1sonc8cR5j4jrl69KsfEkLaXlZVFVFSUQT5ZHUPW0wIuwCpAB2j/5tIBawFXa67tVfql7nFXMleuXCmVcvX7qd3PihUrhCRJYuzYsUKIv+zr2bOnkCRJfPTRR/K9+fn5omXLlkKSJFGnTh3RvXt30aVLF1G/fn3RsGFDcfz48WK6NRqNaNmypbyH1FNPPfXAPfeWaWn+Tu+9+/P93XefffaZcHV1FYmJiSItLU3Ur19fVKxYUUyaNEnMnz9fdOnSRbi6ugpJksTu3buFEA/G+Pfffxdz584VTk5OQpIkMWDAAHHnzh35e/0egDqdTnz77beiVq1acqzeeecdERsba7avJaHuCfIgpZWXxlAaNto6Ny2tJzk5Wbz++utyXjVs2FDs2LHDLDuMlVFz0zz+jbm5d+9e8eijj8rtMjQ0VCQlJVmtPGOwVW5aQ9ZauanmZckoPTfVPtPyumyRm2qfaR5Kz0sh1Ny0hh6ljWdRwB53CCHyhRB9gVbAV8B54O6fV/Kfn7URQvQWQuSZPZuo8q+jtF4z1S/fjI+PJy/vr6bZtWtXypcvz/Hjx0lLS5PtmzZtGlWrVuWTTz7hzJkzADg7O7N69WoiIiLIzc1l9+7d7N27l6CgIHbv3k1ISAgAWVlZDBs2jGbNmnHw4EGqVq3KqlWrOHz4sHzPvdjq9WX9clYHBwfS0tI4cOAAJ0+elP8aof8OwMXFhfz8fFauXMkXX3zB7du3OXHiBB999BGjR49m/fr1TJ48GYCRI0cCRTEWf+5Rd+zYMd58803Gjx9P/fr1OXLkCMuXL6dcuXIUFhYCRctif//9d9q1a0e3bt24dOkSzZo149dff2XVqlWyLab4qmIc9hA/dWmB4Xru3r3LRx99RGBgIJs3b6Z8+fLMnj2b2NhYOnbsaJYd9ry0wB6xh/gZauPFixfp1q0b7dq1Iy4uDj8/P7Zt28YPP/yAn5+fxcszBSUs+1GXytoHSo+f2mdaXpe6VFb52EP81Ny0vJ6yNp41/DdkQAhx6M/JuQZCiPJ/Xn5/fhZlLSNV7B/9K6225vr16/j7+xMUFMTy5cvl5Z6VKlXi9ddfJz4+nqysLK5evYpWq6VBgwaMHTuWzMxMpk6dKutp0KABH3zwARqNhiNHjnDo0CF++OEHHnnkEQoKCli5ciX+/v4sXrwYgOHDh5OYmMg777zztxNR1orJ/Xr15U+aNIng4GBeeuklmjVrxnPPPceaNWuK3d+2bVugaE+/Tz75hOeee44GDRrIk57u7u5MnjyZ4OBg4uLi2Lx5M/DXnn6urq4IIZg1axbLly+nefPm6HQ6dDodTk5O3Lx5k9GjR9O0aVP27duHl5cXy5cv59ixY7Ro0cLouJRWu/q3YA/xKw01y1PfAAAgAElEQVQbbZWbltSzbds2goKCmDJlCrm5ubz55pucOXOGCRMm4OrqarYdxsrYQ9tSMvYQv4fZmJeXx6xZs2jUqBHfffcd7u7uREREcPr0aTp16mTx8szBmrlpbVk1N22L0uOn9pmW12WL3FR6u1I69hA/NTctr6esjWeNmrgzBEmSpkuSdMLSelVUSkL/pheUfFpsYWGhPFMeGRnJtGnTZLmQkBCuXbvGoUOHismPGTOGp556ik2bNskTUwUFBQDUrFkTPz8/GjduDMCRI0d49tln6devHxkZGbRu3ZqYmBg+/fRTPD09reO0kZw9e5Z27doxb948nn/+eWbMmMHEiRPJz8/n3XffZfTo0fK9AQEBvPPOO9y8eZPc3Fy8vb0B5F/89W/N6X/punv3LvDXW31BQUFER0czYcIE+X79xOGXX35JQEAAn3zyCTqdjsGDB5OYmMiAAQPkA0NUVFSMIykpiVdeeYXQ0FDOnTtHUFAQ+/btY8OGDdSqVau0zVMpo+zYsYPGjRszceJEcnJyCAsL48yZM0ycOBE3N7fSNk9FRUVFRUVFxa6w+MQdUAcItoJeFTvG39/fYrouXbrEM888w//+9z8kSZInk/STP/qfhRA4ODjQsWNHvL298ff357PPPmPWrFlIkkSrVq0A+Oabb6hXrx4uLi4UFBTg4ODAjBkzcHV1Zdy4cdy+fRtnZ+diNly7do3+/fvzzDPPcPz4cWrWrMnXX3/N/v37adKkiUF+WDIm/6T322+/Zd++fYwaNYoFCxYwZswYPvzwQ7Zt20bDhg35+uuvCQ8Pl++fNGkSXl5e5OfnU1hYKG+2qdVq5aXH165dA/6KuX5yzsnJCVdXV3Q6HQ0bNsTJyYmYmBhatWpF7969SU9P5+mnnyY6OpqlS5fKE4P/ZL8xvqoYhz3ErzRstFVumqPnzp07TJ48maCgILZv307FihVZuHAhMTEx8puzlrTDWBl7aFtKxh7iV5KN586d49VXX+Xll18mKSmJRo0asXv3bjZu3Gj2SerWjIklc9PWsmpu2halx0/tMy2vyxa5qfR2pXTsIX5qblpeT1kbz1pj4k5F5QGys7MtpuvIkSMcOXKEMWPGAH/tY3flyhW6dOnC/PnzgaLlm1WrVpVPjOnYsSMjRoxg0qRJhIeH89hjj9G+fXvOnDlDTEwMgDxB98ILL9CpUydSU1Pl03SgaFJwyZIl+Pv7ExkZiaOjI+PHj+fMmTN0795dXjJqCJaMyd/pTU1NZfHixdSsWZNZs2bh4+ODTqdDCEGTJk0YNWoUAB9++CEHDx4EoH79+syePRsomtQ8ePAgeXl58iTdsWPH2LFjB82bNyc0NLREGxwcHLh06RLvvfceISEhHD58mOrVq7N27VoOHjxIs2bNDLLfGF9VjMce4lcaNtoiN01FCMHGjRsJDAwkIiKC/Px8+vTpQ2JiIiNGjHjgjwyWssNYGXtoW0rGHuJ3r405OTmEh4fz6KOP8sMPP1ChQgXmzZvHyZMnad++vcXLszSW0m2OHlNl1dy0LUqPn9pnWl6XLXJT6e1K6dhD/NTctLyesjaeVSfuVGyC/phmSxAWFsagQYOIi4tjzpw5QNFSzQsXLvDf//6XDz74gDVr1shv3vXo0YMLFy6g1WqZO3cu3bt3Z/78+QwdOpSwsDDS09Plgyh0Op28ZHblypXcunWLpk2bAnDw4EFCQkIYOnQoN27c4IUXXiA2NpY5c+bg4eFhtB+Wism9y4Xv1+vg4ICTkxNVq1bl2rVr6HS6YnvulStXTl62NGnSJPnzfv360b9/f7Kzsxk4cCCzZ88mOjqahQsXMmrUKK5cuUKvXr0oV66cvExWj1ar5YsvvqBDhw4sW7YMSZIYNWoUCQkJ9OrV66GHTxgTF0u2q7KIPcSvNGy0Vpnm6o2Li+OFF15g5MiRXLx4kWbNmnH48GFWr15N9erVrWqHsTL20LaUjD3ELy0tDSEE33//PY8++igzZswgLy+Pt956i8TERMaMGYOLi4tFy7MWltJtjh5TZdXctC1Kj5/aZ1pely1yU+ntSunYQ/zU3LS8nrI2nnUqbQP+LUiSFAqEVqlShfT0dK5fvy5vZujv7092drZc8X5+fuTn58unetatWxeA5ORkAGrXro2Li4v8ppf+jbHExEQAqlWrhre3N/Hx8QB4e3tTvXp1EhIS0Gq1eHp64uPjw9mzZ8nPz8fDw4NatWqRnJxMbm4u7u7u1K1bl0uXLpGdnY2Liwt+fn6kpaVx48YNHB0dCQgIkP0ACAwMNMuny5cvc/HiRbN9SkhIQKfT0aZNG3bs2MGkSZOoX78+derUoW7duixatIg5c+bw3nvvkZaWRqtWrSgsLMTPz48NGzbwzDPP0L17d+7cucOKFSuoU6cOOp2O77//nl69ehXzqX79+mRkZHDixAkiIyPZvXs3ANWrV2fIkCF0794dV1dX9u/fb5JPSUlJBAYGmlxPkiQRGBhIeno6165dw8HBgcDAQJKTk2WbHB0dcXR0JCkpiR9++IEXX3yxWD2dOnWK8uXLU758eaKiooiMjOTFF1/k7NmzvPzyy+Tm5rJjxw6mT5/O9OnTcXBwoGbNmvKbFadPny7m08WLF5k/fz4nT54EICQkhHnz5uHm5kZMTIxBbS8rK4vY2FiD2p5GozE4nzQazb8mnyz1jDh9+jSAon3S15st60lfpqV9SklJITU11eh6OnXqFJGRkWzevBmtVkv58uUZMGAAYWFh1K9fnxMnThhVT/c+Iwz1SR8TQ9ue/n5D6ikzM5OjR48qru2V5jMiMzOTuLg4RfsUGxvLBx98wJEjRwB49NFHGTNmDPXr1ycpKQlHR0dFjiNK8kmj0Vik7WVkZJCQkGBSPWk0GpN8yszM5PDhwwa3vczMTDQazUN90uewEtteaT4jTK0nW/mkrzdb1pNGo7GKT+bk0/0+aTQak+spLi4OwGifNBqNwW1PX2+G+JSRkSH34Upqe6X5jLCHcURmZqZcb7aqJ1PGe9bOp3t9yszMNHoMa+4z4urVq0b97p6VlUVUVJRBPlkdIYRFL2A1oLW0Xnu5/P39hcqDpKSkmK2joKCg2M/Lli0TkiSJ0NDQYp//73//E0888YRwdnYW4eHhQgghxowZIypVqiRiY2OFEEJcvHhRRERECEmShCRJwsvLS5w7d66Ynvz8fDFv3jzh4eEhAOHq6iqmTp0q7ty5Y7YvQpgXE51OJ/9/3bp1on///mLgwIFi7ty54tChQ8XuHTBggJAkSbz++uvi5MmTQgghsrKyxPr160X16tXF559/LjZu3CgkSRJ9+/Z9wMYzZ86Ib7/9VqxcuVJs2LCh2PdarVYIIUR6erro27evAAQgfH19xZIlS4rZaSjGxMWYe/ft22e0Lf92LJGX1qY0bLRWmcbq1el0Yt26daJGjRoCEJIkiUGDBsl5bCs7TJFRc9M8lJybt27dEuPHjxfOzs4CEJ6enmLx4sUP9NGWxpoxsZRuc/SYKmut3FTzsmSUnJtClO0+01q6bJGbap9pHkrPSyHU3LSGHqWNZ4FoYcV5JvWNOxWbkJ+fb5a8EELeyy4yMpLbt2+TnZ1N06ZN2bZtGzt27OCll14CoEOHDtSrV48XXniBGTNmUKdOHRo0aICDgwOHDx+mcePG1KpVi4kTJ3L58mWWLVtGx44d8fX1lcvbu3cvw4YNk2fc//Of//DJJ59Qv359s/y4F3NiIkkSp0+f5p133uG3336jWrVq5ObmcuvWLXx8fFi6dCmvvvoqAO+//z5Hjhxhy5YtHD58mDZt2pCWlsbJkyepUaMGTz31FDVq1KBGjRrcunULKFru6ujoSH5+PgEBAQQEBBQrv7CwECcnJ3Q6HYsXL2bq1KncvHkTZ2dnxo4dy8SJE0lPTzdqzz9T4mJuuyrr2EP8SsNGa5VpjF6NRsOwYcPkvSdbtGjBkiVLaNasWbF9N61th6ky9tC2lIwS4yeE4JtvvmHs2LGkpqYiSRL9+vVj5syZVK1a1erlWzMmltJtjh5TZdXctC1Kj19Z7TOtqcsWuan0dqV07CF+am5aXk9ZG88+dI87SZJ+NuYCXrSB3Sp2hv6VVVORJAmNRkPTpk0ZO3YskZGRbNmyRT7ddPjw4fK9BQUFNGzYkDVr1hASEsLo0aNJSUnhzp078i+8+iScO3cu8fHx9O/fHxcXF1JSUujatSvt27cnPj6eBg0asH37dv773/9adNIOzIvJH3/8Qc+ePUlNTWX+/PkcOHCA+Ph45s2bR1paGn379mXr1q3k5ORQr149Pv30UwYMGCC/HvzHH3/QvXt3Tpw4QXBwsHya7oULF4C/TostyUb9JOovv/xCs2bNGDFiBDdv3qRjx46cPn2amTNnUqFCBZP9M0bO3HZV1rGH+JWGjdYq0xC9WVlZDB06lCeeeIKDBw9SrVo11qxZw6FDh+RDXcy1zxR5Y2XsoW0pGaXFLzY2lrZt29KjRw9SU1N58sknWbJkCStWrLDJpB1YNyaW0m2OHlv0meaUo1KE0uNX1vpMW+hSx7PKxx7ip+am5fWUtfGsIYdTtDXyqmEx61RU/uTatWuMGjWKpKQk5syZw86dO4mJiWHr1q20aNGCs2fPEh4eDiC/5dW2bVsWL15MUFAQs2fPpqCggI0bNyKEwMXFBSEE5cqVIyAggLy8PD788EMaNWrEpk2bKFeuHDNnzuT06dO8/PLLpel6iWzdupXY2FjGjh3LyJEjadiwIT4+PowePZrQ0FCysrJYsGABUVFRQFEsPv/8c5KSktizZw+HDx9m6dKllCtXDkDe96ZFixYPLTs1NZUePXrQtm1bYmNjqVu3Llu3buWnn35S1JHZKir2hE6nIzIyEn9/f5YsWYIkSYwcOZLExER69+790ENdVFSswY0bNxgxYgSPP/44Bw4coEqVKkRGRnLkyBECAwNL2zwVFRUVFRUVlTKBIUtln7O6FSr/evSbQ5qKRqPhl19+YezYsQwcOBAoevMrJCSEL774gk6dOvHhhx/Sq1cv/Pz8KCgowNnZmebNm7Nx40ZeeuklYmNjSU5OJioqitatW8sTfNu3b2fIkCHy22ZvvPEG8+bNo3bt2mbZ/DBMjcnt27fZvn07jo6OvPXWWwDyCbpOTk4MHz6cH3/8kYMHD7Jp0yaCgoKoVasWOp2uxDJv377NtGnTyM/PJyws7G9tzM/PZ+HChcyYMYM7d+7g5ubG+++/z/jx43F3d7eYf8bImduuyjr2EL/SsNFaZf6d3mPHjjF06FCOHz8OQJs2bVi8eDGNGze2in2myBsrYw9tS8mUdvx0Oh1r165lwoQJ8uFHQ4cOZcaMGVSuXLlUbLRmeZbSbY4eW/SZ5pSjUoTS41cW+kxb61LHs8rHHuKn5qbl9ZS18exDJ+6EEL/YwhAVFZ1Oh4ODA0KIB/ZGi4mJAYpOrYO/9mATQtC4cWNGjBjB2LFjGT58ONu3b8fZ2Vm+r2bNmixZsoS1a9fSuXNnWrduDcDZs2cZOXIk27Ztk3UvWrSI559/3lYum0SFChW4e/cuWq2WI0eOEBoaioODgxwzJycn6tSpw61bt9i6dSsvv/wytWrVKvGNnaNHj7Jp0yY2bNhA7969ad68eYll7tq1i+HDh5OQkABAly5dWLBggaIeZioq9sa1a9f44IMPWLlyJQC+vr7Mnz+fN954w6T9IVVULEF0dDRDhw7l6NGjALRs2ZLFixfTtGnTUrZMRUVFRUVFRaVsoq69UbEJ+mOYS0Kr1QKUOGmnf5OsZs2aAFy9epXCwkJ5D7aiA1xg0KBBVKlShR07drBx40ZZVn9fy5YtWbFiBZ06dSInJ4fJkycTFBTEtm3b8PDwYPDgwWg0GptO2v1TTP4OIQQ6nY527drh4ODAjh07yMjIkCfutFoty5Yt48aNG/To0YOsrCx++aVo7l2n08l6fvrpJ1566SX69u3LggULCAsLY9GiRbi5uRUr78iRI7z++uu8+OKLJCQk4O/vz86dO9myZctDJ+1M8c9YOVPLUCnCHuJXGjZaq0y93sLCQhYvXoy/vz8rV67E2dmZCRMmcObMGbp16/bQSTtz7TNF3lgZe2hbSqY04peRkcHAgQNp3rw5R48epUaNGnz11VccOHCgxEk7W9tozfIspdscPbboM80pR6UIpcfv39hnlrYudTyrfOwhfmpuWl5PWRvPGnI4xSpJkv5jC2NUyh5CCHlybfPmzfTu3ZsPPviAtWvXAsgnyVasWBEPDw9+/vln7t69K8s7ODiQn5+Pi4sLQUFBAIwYMUI+9VQ/sacva9OmTQQGBhIREUFeXh5vv/02CQkJvPHGG/JbekpGkiQcHBxo06YNjRo1Yu3atYSHh5OWlkZUVBQzZsxg165dTJgwgf79++Pl5cWWLVvkwyf0aLVakpOTCQgIICoqisjISMqVKydP7t29e5cPP/yQ3r17s2XLFsqXL8+cOXOIjY3lxRfV82dUVEwlKiqKJ554gmHDhnHjxg06dOhAbGwss2fPpkKFCqVtnkoZRKvV8vnnnxMQEMAXX3yBo6MjY8eOJSEhgZ49e6pvf6qoqKioqKiolDLSvRMbJd4gSTpgmhBixj2fhQNThBCG7JFXJpAkKRQIrVKlSv/Tp09z/fp1rl69CoC/vz/Z2dmkpaUB4OfnR35+vnxKif7NJf2Mbu3atXFxcZFPQPXx8cHDw4PExEQAqlWrhre3N/Hx8QB4e3tTvXp1EhIS0Gq1eHp64uPjw9mzZ8nPz8fDw4NatWqRnJxMbm4u7u7u1K1bl0uXLpGdnY2Liwt+fn6kpaVx48YNHB0dCQgIID09nevXrwMQGBholk86nY6GDRvKPlWtWpXKlSuTmJhIZmYmCxcu5ODBg0iSJE+2TZo0iWeffRY3Nze0Wi1Tp07l119/Zfz48XTp0oW6dety7tw58vLykCSJnj174u3tTWxsLL169WLOnDmyT5cuXSIyMlJ++8zPz48FCxbQoEEDrl69yuXLl3nuuedsWk/Z2dk0b97cqHqqX78+V65c4erVqxw8eJBPP/2U7OxseUJPq9Xy9NNPM378eCpVqsTUqVOJi4tj2bJlVK1atZhPV69elZfGnj9/HiEEderU4cCBA0yZMoXU1FQAOnfuTI8ePahatapRbe/8+fM0atTI6Lbn6uqKu7u7QW3v8uXLtG7d2qB62rx5M8HBwf+KfLLUM+LAgQNUrVpV0T7t27cPX19fm9bTqVOn8PX1tahPGRkZLFu2jJ9//hmA6tWrM2nSJLp27cqZM2eM8ungwYN4e3ubXE8xMTHy27WG+nTo0CF8fX0Nbnt79uzB19fXIJ8uXLiAr6+v4tpeaT4j3N3d8fDwsLpPGzdu5LPPPuOPP/4AkCeVmzZt+lCfoOiPa6U1jrBkPSUlJdGgQQOz256Liwve3t4m1dPly5cJCQkx2qe8vDy0Wq3BbU/fzz7Mp127dhEcHPyvyCdLPiNMrSdb+RQdHY2vr69N68nU8Z418+l+ny5fvszjjz9uUj2Z2udevnyZ9u3bG9T2jhw5gq+vr0E+xcbGUqVKFcW1vdJ8RuhXaCnZp+zsbHJzc21aT6aM96ydT5YcR5jyjEhNTZVX+xnS9nJzc+V+9mE+PffccyeEECFYCyHEP16ADph632fhgPZhsmXx8vf3FyoPkpKS8rffhYeHi7p164rZs2eLmJgYsWPHDhEcHCzKlSsn1qxZI3Jzc4UQQqxfv15UqlRJ1KlTR6xdu1aWP3funBg8eLB45plnxG+//SYWLFggCgsLhRBC3Lp1S4wbN044OTkJQHh6eoolS5bI3xtin7WwRJmHDx8WEyZMEH379hX9+vUTO3fulPXqdDrRpk0b0aBBA3Hz5s2/1aGPRWJionj55ZcFIADRuHFj8e2335psm6n+GSNnzL379u0zwZp/N6XR7o3FXnNTT15enpg7d66oUKGCAISrq6sIDw8XOTk5pWafKfLGyqi5aR7WbvdpaWmiV69e8vO+du3aYtOmTUKn0xmsw9a5ac3yLKXbHD226DONuV/Ny5JRer9p732mtfQqPTfVPtM8lJ6XQqi5aQ09ShvPAtHCivNM6h53KjZBP1uvJzo6mvLlyzNjxgx+/fVX3n77bUaNGkVwcDAdO3ZkwYIF1KpVi08//ZTff/8dgB49ejB27FhycnLo06cPnTt3ZtCgQQwcOJCvvvqK1q1b8/jjjzNq1CgcHBz46quvCAgIYO7cuWi1Wvr3709iYiLvvfeevDz37+yzBZYo8+mnn2b27NlERkayYsUKXnzxRVnvrVu3iI6O5oknnsDNza3YsuF7uXv3LpMmTaJx48b89NNPVKxYkYULF/Lbb79RrVo1k20z1T9j5Eqj3v5N2EP87DU3Afbs2UPTpk0ZN24ct2/f5tlnnyUuLo5p06aVeBKzrewzRd5YGXtoW0rGWvErKCjgk08+wd/fny+//BIXFxcmT55MfHw8r7/+ulHLYm1dx9Ysz1K6zdFjiz7TnHJUilB6/Oy5z7SmXqXnptLbldKxh/ipuWl5PWVtPKsudVUpFW7evAnA7Nmz8fHx4bvvvsPFxYWCggKcnZ15+umnGTJkCKNHj+bbb7/lkUceoUqVKowaNYqnnnqKqVOn8vPPP1NQUECVKlWYN28eAwYMAODUqVMMGTKEgwcPAtC8eXMWL17Mk08+WWr+GoL+VN17ESWcsFsS998XHx/PtGnTcHJyYsSIEbi4uJQos2nTJkaPHs2lS5cA6NOnD7Nnz6Z69epmeqOiUnZJSUlh9OjRbN68GYCGDRvy6aef4u7uTv369UvZOpWyyr59+xg6dChxcXEAdOrUiYULF9KgQYNStkxFRUVFRUVFReWfUCfuVKzGvRNRPj4+xSaX2rVrx/Dhw1m4cCGurq5otVp0Op18QISbmxuhoaHs3r2bVatW0aZNGzp16kT58uV54YUXCAkJISsri4yMDJo0aYKbmxs3btxg8uTJLFu2DJ1OR9WqVZk9ezZ9+vR5YELsfnx8fKwbDAPK1Nu4YcMG3N3d6dy5s8FvP+hl//jjD/bt28ehQ4eIiopi5MiRNGvW7IH74+LiGDZsmLzfVrNmzVi8eDFPP/30P9poDKbKGiNXGvX2b8Ie4qeE3DSUu3fvMn/+fCIiIsjNzaVcuXJMmTKFUaNG4erqSkJCQqnaZ468sTL20LaUjCXjd/HiRcaOHct3330HFO0Bs3DhQl555RWz9Nq6jq1ZnqV0K73PNKcclSKUHj976jNtqVfpuan0dqV07CF+am5aXk9ZG88aOnFXV5Kk1vf+DCBJUiugxJkFIcQB80xTsVeEEOh0Onk5am5uLh4eHvIklP6tuiFDhrB3716io6M5deoUbdu2lU+DBahXrx4DBw7k8OHDrFixgqCgIHmTycqVK1O5cmXq16+PTqcjMjKSiRMncu3aNRwcHBg2bBjTp0+ncuXKBtns4eFh+UAYWaYQghUrVjBo0CBatWpF8+bNqVmzpsH6fvzxRyZMmMD58+fx8fHhq6++omvXrsXuuXXrFtOnT+ezzz6jsLAQLy8vZs6cSb9+/R5YPlySjcZgqqwxcqVRb/8m7CF+SshNQ9i+fTsjRoyQX6nv1q0b8+bNo1atWmbptZR95sobK2MPbUvJWCJ+eXl5LFiwgI8++oicnBzc3d2ZNGkSY8aMkTerLm0blVKeEnLTFn2mOeWoFKH0+NlLn2lrvUrPTaW3K6VjD/FTc9PyesraeNbQPe56A/vuuXpRNGG3/77P9dfPljZUxT7Q6XRIkoSjoyPXr1/n/fffp0+fPrzzzjssWrQIQH6rrlatWgwfPhyACRMmAMiTdvr92J599lneffddtm3bxnfffUdeXl6x8o4fP87TTz9N//79uXbtGq1atSImJobPPvvM4Ek7QD5Nxhrcu7ec/hSb+8vUv43YpEkTXnvtNbp37y6fGGUowcHBjBo1Sp480E/a6XQ6hBCsW7cOf39/FixYgFarZdCgQSQmJjJw4MASJ+3ut9FYTJU1Rs6a9VYWsIf4lYaNxpR59uxZQkNDeeWVVzh79ixBQUH8/PPPfPPNN8Um7YzVayn7LCVvrIw9tC0lY278du7cyWOPPcbEiRPJyckhLCyMM2fOMGnSJItM2lnCRiWVp4TctEWfaU45KkUoPX5K7zNLS6/Sc1Pp7Urp2EP81Ny0vJ6yNp415I27AxSdOqai8lD0SzaXLl3KhAkTkCSJChUqcPv2bXbv3o1Go2Hy5MnUq1cPgJ49e7Jz506+/vprli1bxuDBg4u9dVe5cmW6du3Kxo0buXbtmvx5RkYGEydOJDIyEiEEPj4+zJs3j+7duxu1uba1uHz5Mt26dSMiIoI2bdqQn5+Po6OjPEGWkJDAzZs35eOwtVotTk5OtGjRgpUrV1KpUiWjy6xduzZ9+/YlKioKSZLkOJ46dYqhQ4dy6NAhAFq0aMGSJUtKXEKroqJiGDk5OcyaNYuPP/6Y/Px8KlasyPTp0xkyZIj8xwkVFVtz/vx5Ro0axX//+18AGjVqxKJFi2jfvn0pW6aioqKioqKiomIqD524E0K0tYEdKnZASYcn3M/Nmzf56KOPWL16NR06dKB79+7ymygbN25k1qxZ1KpVizFjxlCxYkUkSWL48OHs27eP8ePH07NnTypWrFisrODgYA4dOkTNmjXRarUsXbqUyZMnk5WVhZOTE6NGjWLKlClmvcpqzumpJREVFcXhw4cZOXIkMTEx8uEQycnJjBw5ksOHD1OhQgUaNWrE8uXLqV27tixryqSdHkdHR6pVq4YQglu3bjFlyhQ+//xzdDod1apV4+OPP+btt99+aD3qMScupsoaI2fpeitr2EP8SsPGfypTCMGWLVsYPXo0KSkpAPTu3ZvZs2dTo0YNk/Vayj5ryRsrYw9tS8kYGxifXEAAACAASURBVL/c3FzmzJnD7NmzycvLo0KFCkybNo1hw4aVeDhRadio5PKUkJu26DPNKUelCKXHT2l9plL0Kj03ld6ulI49xE/NTcvrKWvjWUOXyqqUYYQQCCHkyZ7Lly9z48YN7t69K3+vZ+/evSxdupSwsDAiIiIICwvDzc2NlJQUtmzZQkFBAV9//TV79+6VZZo3b87gwYO5c+cOo0aNAij21pyzszM1a9bk0KFDPPHEEwwZMoSsrCzat29PbGwsH3/8sdnrz729vc2S16OPxZtvvkm/fv04efIk8+fPB2DPnj20adOG6OhogoKC8PDwYOfOnbz55pvExsZapHwAT09PIiMj8ff3Z+nSpUiSxMiRI0lMTKR3794GT9qBeXExVdYYOUvVW1nFHuJXGjb+XZnx8fF06NCBsLAwUlJSePzxxzl06BBr1qx56KTdP+m1lH3WlDdWxh7alpIxNH5CCLZu3cqjjz7K9OnTycvL46233iIhIYExY8ZYbdLOGBvtoTwl5KYt+kxzylEpQunxU1KfqSS9Ss9NpbcrpWMP8VNz0/J6ytp4Vp24U/lHtFotkiQhSRJRUVGEhobSoUMHmjVrxuDBg7lw4QKSJFFQUABAw4YN6dy5M8uWLaNRo0bk5+fTv39/OnXqhIODA++99x4XL15k3bp1nDt3Ti5n0KBBtGnThtWrV7Nv375iE3dpaWn06tWLli1bcvLkSerUqcPmzZvZtWsXjRo1soif8fHxJsnpdLpiP0uSJO9jN2TIEOrUqcOkSZO4e/cuu3btwsPDg5UrV7Jv3z4WLFjAxIkTiY6OZtmyZVy7dq3EMoQQ5OTkyP//J44ePcrzzz/PgAEDuH79Om3btkWj0fDJJ5+Y9CafqXExR9YYOXPsU7GP+JWGjfeXeevWLcaOHUuTJk3Ys2cPlStXZtmyZRw/fpxnnnnGZL2Wss8W8sbK2EPbUjKGxC8hIYGXXnqJLl26kJycTJMmTThw4ADr1q0z6mAja9poL+UpITdt0WeaU45KEUqPnxL6TCXqVXpuKr1dKR17iJ+am5bXU9bGswadKitJUlOgInBICKH787NXgVdLuP2oEGK55Uy0DyRJCgVCq1SpQnp6OtevX+fq1asA+Pv7k52dTVpaGgB+fn7k5+dz8eJFAPmk1OTkZKBorzIXFxf5dEIfHx88PDzkzRGrVauGt7e33JC8vb2pXr06CQkJaLVaPD098fHx4ezZs+Tn5+Ph4UGtWrVITk6W91SrW7culy5dIjs7GxcXF/z8/EhLS+PGjRs4OjrSsGFDrl27xvXr18nOziYyMpIff/yRatWqUbFiRQoKCli7di3x8fHMnj0bPz8/cnNzuX79Ou+++y4XLlwgJiaGiRMncuHCBTp06MCIESO4ffs2Go2G3bt3s27dOlq2bCkv79Rvnn3y5EmqVKmCl5cXs2bNYvXq1eTk5ODq6kr37t3p1q0bVatW5erVq0b5FBAQINcNQGBgoFxPGo3GIvXk5ubG+fPn5Xp66623mDlzJk888QTlypUjPDyccuXKsX//fs6fP0+XLl04duwYq1evpk6dOvTu3ZuUlBTZp3LlyjF37lxcXFzo2bMnjz76aIk+JSUlsWLFCnbs2AFAlSpVGDx4MAMHDuT27dvs37/fJJ9SUlJITU01qe1pNBqT2l5WVhaxsbEl1tP9+aTRaAz2SaPRlFo+/VPbK81nxOnTpwEU7ZO+3mxZT/oyGzVqxJdffsnHH3/M9evXkSSJbt260b17dypVqkRqaqrN8ulen+Li4gBMrqfk5GT5mWBoPeljYmjb099viE+ZmZkcPXpUcW2vNJ8RmZmZxMXFlehTbm4uP/74I5GRkRQUFFChQgXGjh1Lz549uXTpEvv377eJT5mZmZw4ccJm9XT58mUuXrxoFZ80Go1F2l5GRgYJCQkmtT2NRmOST5mZmRw+fNjgtpeZmYlGo3moT/oc/jfkkyWfEabWk6180tebLevJ1PGeNfPpfp80Go3N+1yNRmNw29PXmyE+ZWRkyH24ktpeaT4j7GEckZmZKdebrerJlPGetfPJkuMIU54RV69elWNiSNvLysoiKirKIJ+sjn4Z5N9dgC+QC3x33+fhgK6EKxeo+TC9/9bL399f/Jv47LPPhLu7u6hWrZqYNGmSOHbsmNBqteLChQuiatWqQpIkcfjw4RJle/fuLSpWrCgWLFggDhw4IH/etWtXIUmSaNu2rYiKiipRds+ePSIwMFBQdDCKCA0NFUlJSVbxUQghTp06ZZLcvn37REhIyAO27d+/XwghREZGhnj++eeFg4ODqFq1qnxfYWGhXObPP/8sfH19RZs2bcSZM2eK6fn++++FJEmiRo0aIi4u7oHyCwoKxGeffSYqVaokAOHs7CzeffddkZ2dbZI/92NqXMyRNUbOmHv37dtngjX/bsypX1tRGjaeOnVKaDQa0bJlS/kZ9NRTT4no6Giz9VrKPlvLGyuj5qZ5lBQ/nU4nNmzYIHx9feV2+e6774r09PRSsND2uWnN8pSQm7boM425X83LklF6v1lafabS9So9N9U+0zyUnpdCqLlpDT1KG88C0cKK80yGLJV9C3ABppY07we8cM/1BuAKvG3CHKKKgkhLS+O5555jxIgRPP/886xbt45Jkybx5JNP4uDgQJ06dejRowfe3t7FNm0Ufy7ljImJ4csvv6Rz586MGjWKgIAA+R43NzeaNGnCL7/8QmRkJLdv35a/u3jxIl27dqV9+/bEx8fj5+fHtm3b+OGHH/Dz87Oav9WrVzfoPv2SYD379+/nxIkTfPrpp/LP/v7+hIWFceHCBby9vRk6dChVqlQBiv5aB0Wn7+rj9uSTTzJw4EAOHDjAli1buHPnjqy/RYsWzJgxg40bNxIYGFis7AMHDtCsWTOGDx/OzZs3efHFFzl9+jQzZ86kQoUKpgXiPgyNiyVljZEzxz4V+4ifrW3Myspi4cKFNGvWjIMHD1K1alVWr17N4cOHeeKJJ8zSbSlfzNVjiryxMvbQtpTM/fGLjY3lueeeo3v37ly+fJmQkBCOHj1KZGRkqW2cbOs6tmZ5SshNW/SZ5pSjUoTS41ca9lmrTEvqVXpuKr1dKR17iJ+am5bXU9bGs4ZM3L0AnBRCnCnpSyHE3nuuTcDhP2VU7JyMjAwAQkJC6NChgzzpBEVLvvbv34+3tzeSJJGeng78dahEQUEBbm5u8oaOCQkJAGzYsIH169czfPhwevXqRadOnahQoQJ5eXnMnDmTRo0asWnTJtzd3YmIiOD06dN06tTJ6r7q7fsnli5dyquvvkpSUpL82cCBAwkLC2Px4sW0a9eO559/Hk9PT2bNmiUfmNGlSxdef/11MjIyWLp0KVC0N57+tdwKFSoQFhZGy5YtiYyMJDo6WtZfo0YNJk+eTMuWLeVJ0dTUVN566y3atGlDbGwsdevWZevWrezYsQN/f3+DfLFkXCwta4ycJX0ti9hD/Gxlo06nY+XKlfj7+7Nq1SokSWLEiBEkJibSp08fow51+Tss5Yu5ekyRN1bGHtqWktHH78aNG4wcOZLHH3+cX375BW9vb1asWMHRo0dp3ry5Imz8N5SnhNy0RZ9pTjkqRSg9fqVhn7XKVMezKoZiD/FTc9PyesraeNaQ30SCgGNG6Pz9TxkVO0Wn0+Hj48OUKVNwc3Nj7dq1nDhxAih6o+7gwYNMmDCBU6dOIUkSr776Kk2aNOHzzz8nNTUVKNozq27duixbtozt27fLByR89NFHhIaGEhYWxpo1a+jatSs//fQTjRs3ZtKkSeTk5NC1a1fOnDnDxIkTcXNzs4nP+gMl/onjx4+zc+dOvvvuO/kzHx8fnJ2dcXFxISoqinHjxhEZGUm/fv3w8vKS9Q4fPpyGDRsyc+ZMUlJScHR0JD8/X9YTEBDAkCFDOH/+PJ9++ilZWVnFyhZCUFBQwLx58wgICGD9+vW4ubkxbdo04uLiePXVV+VJU0N8MRRzdJkqa4ycJX0ti9hD/Gxh4/Hjx2nRogX9+vUjIyODpk2bEhMTw8KFC/H09LRYOZbyxVw9psgbK2MPbUvJFBQUsGbNGgICAvj0008RQjBkyBASExPp16+fRSaSzcXUOs7Lg6+/hscfB3d3cHAo+vfxx2HDhqLvLVmeISghN23RZ5pTjkoRSo9fadhnrTLV8ayKodhD/NTctLyesjaeNWTk5wWUdNzlfmBGCZ9fAyqbYZNKKaOfAHrjjTd44403uHDhAl988QUajYZFixbRt29fvv32WwYMGMDIkSMJCQkhOzub8ePHs3z5cgoKCggMDGT48OFUr16d0NBQRo8ezbhx46hUqRKzZs2iYsWKnDt3jtDQUDp16kRSUhKBgYHs2bOH7777jjp16tjUZ0N+OZ89ezb16tVj5cqVHDhwACiahd+wYQO+vr4UFhbi6elJkyZNgKIJUEdHR6Bok/thw4YBRSfoQvHjpR0cHGjdujXjxo1jwIABVK5cPIX27NlD06ZNGTduHLdv36Zz587ExcURHh5e7E1IQ30xFHN0mSprjJwlfS2L2EP8rGnjtWvX6N+/P0899RTHjx+nZs2abNiwgdWrV/PYY49ZvDxL+WKuHlPkjZWxh7alVE6cOMHIkSN55513uHr1Ki1btuS3335j8eLFeHl5lbZ5MqbU8YoVUK0aDBoEGg3cvQtCFP2r0cCAAUXfr1hhmfIMRQm5aYs+05xyVIpQevxKwz5rlamOZ1UMxR7ip+am5fWUufHswzbBA24BCwzdNA9YAGRbc2M+JV//lsMpCgsLhRBCxMTEiPr16wsnJyfRrFkzIUmSeOaZZ0RsbGyx+z/++GPh5eUlgoKCxMGDB4UQRQcnxMfHiw8//FAMGjRIfP3110IIIe7cuSMmT54sXF1dBSA8PDzE/PnzRX5+vm2dvIcrV6784/f6eKxcuVJIkiT69OkjMjMzhRBCHDt2TPz4448iODhYVK5cWSQmJhaT1Wq1Qogiv19++WUhSZLYsmWLuHLliigoKPjHcpOTk8Vrr70mb0TesGFDsWPHDrN8MQZzdJkqa4ycMfeqm/k+iCXbirWwho0FBQVi8eLFwtPTUz7UZcKECfKhLtaKi6X0mqvHFHljZdTcNJ6MjAwxcOBAIUmSAESNGjXEunXrhE6nK23TSsTYNjF5shDlyglRNFX3z1e5ckX3m1OeMSghN23RZxpzv5qXJaP0frM07FN6n2muLnU8q3yUnpdCqLlpDT1KG8+igMMp0oDGRswFNv5TRsWO0b8pFhwcTL9+/XB3d0ej0TBnzhwOHTpE48aN0Wq1FBYWAkX7uNWuXZv4+Hjy/lzn4uDgQKNGjZg8eTJvv/02b775Jlu2bKFRo0Z89NFH5OXl8fbbb5OQkMDo0aNxdnYuNX/1R13fjxACrVYrx6Nv37506dKFjRs3smnTJqDocIlXXnmFvn37cvPmTaZNm1ZMh4ODA1qtlnLlyjF69Gg8PT0ZOXIkSUlJODk5yXvX3Vvm3bt3+fDDDwkMDGTLli2UK1eOWbNmERsbS8eOHU3yxRTM0WWqrDFylvS1LGIP8bO0jQcPHiQkJIShQ4dy48YNOnToQGxsLLNnz5YPdbFWXCyl11w9psgbK2MPbUspaLVaPv/8c/z9/Vm+fDmOjo50796dhIQE3nrrLfkteKVhTB2vWAELFkBOjmH35+QU3X/vm3fWbFNKyE1b9JnmlKNShNLjVxr2Kb3PNFeXOp5VPvYQPzU3La+nrI1nDZm4OwK0liSp5sNulCTJF2hD0QEVKgpBp9OZJTd48GCaN2+OEAJ3d3fu3r2LEAJHR0d5n50GDRpQpUoVhBDy/mz37sGTlJREhw4deP3117l48SJNmzYlKiqKL7/8Eh8fHzM9NJ/8/PwSJ9AkScLR0ZHExETCw8OZO3cu9erVIycnh40bN3LmzF9ntrzxxhu8+uqrbNiwgW3btgF/xVA/8deuXTt69erFxYsXWblyJcADv5Rt27aNoKAgpk6dSm5uLt26dSMhIYH3338fV1dXg3yxFOboMlXWGDlL+loWsYf4WcrGtLQ03n77bVq1asXJkyd55JFH+P7779m5c2exU68tWeb9WEqvuXpMkTdWxh7alhL49ddfefLJJxk8eDCZmZm0a9eOkydPMmDAACpWrFja5v0jhtZxXh6MHWv4pJ2enJwiOX0x1mxTSshNW/SZ5pSjUoTS41ca9im9zzRXlzqeVT72ED81Ny2vp6yNZw2ZuFsDuADrJEly/7ubJElyA9YCTn/+q1LK6Cei9BNo+oMjDN1k0cHBAZ1Oh6enJyNGjKBChQpERERw4sSJB3Tv3LmTgwcP0r59+2KnwOr3vuvbty979uzB09OTJUuWEB0dTcuWLS3mqzmcOnUKDw+PBybQ9D/PmjWLxo0bs2nTJlauXCmf+nr48GHWrVsn31+9enX69etH9erV+eCDD7hx44Ycn8uXL/P7778D8N577zFnzhwGDhxYrLykpCReeeUV/vOf/3Du3DmCgoL4+eef+eabb6hVq5bB/uhPs7UE5ugyVdYYOUv6Whaxh/iZa2NBQQHz588nICCAr776CldXV8LDw4mLi6Nz584lvs1krbhYSq+5ekyRN1bGHtpWaZKenk6fPn145plniImJoXbt2mzcuJHdu3fz6KOP2kX8DLVxy5aiBbCmoNMVyRtTnikoITdt0WeaU45KEUqPX2nYp/Q+01xd6nhW+dhD/NTctLyeMjeeNWQ9LfA9oAPigb5APYom81yAusC7QBygBbZYc22v0i+l7HF37544e/fuFYGBgaJdu3Ylfm8ogwcPFpIkie7du4sbN24IIYS4du2a+PLLL0XTpk2Fp6envI9dYWGhWL9+vfDx8RGAkCRJ9OvXT1y9etVMzyyL3qevvvqqxO+/+eYb4eLiItq1aycOHDggCgsL/8/emYdFVb1x/HMZNlEQxQ1/brmAuK+45FLmXqblUi6RuSaiuC9J5JJbaO6aS2qUpbkkmaap5Z4biUsgJIq4ICqIGyAwc35/EJO7zMydmTtyP88zT8nc9/u+5733vedwuPccodPpxKxZs4Snp6coW7as2LFjh/54nU4nxo4dKyRJEkFBQSI2NlZs375ddOnSRbzyyisiKSlJf+y1a9dEVlaWuHfvnpgwYYJwdHQUgHBzcxNz5swxes0/dU2Qp6OuCfIkL/uaIDt37hQ+Pj76NSLffvttERsba1afltB92dYEyUu1mZGRIebMmSPc3NwEIBwdHcWECRPEvXv3HjnuZarNWrVyt67dsz61ahnmz5xtMaeOusadbaD02lTX0ZJfSx3PKh+l16UQam2aQ0dp41kUsMYdgB+wG/AGlgPngLR/P7HAMqAy8Pu/x6pYGUmSSE9PZ86cObRp04azZ88SHh7OmjVrgP+exssNOU/oDR06FG9vb9auXUtYWBh79+4lKCiI/v37k5KSwoYNG+jevTunTp2iRYsW9OzZk4SEBOrXr8+KFStYvnw5RYsWNUt7DSWn/dWqVcPBwUH/NFwOWq0WrVZLaGgoDg4OzJkzh6ZNm6LRaJAkicGDBzNp0iTi4+NZuXIlycnJQHbeP/zwQ9q3b8/UqVNp2rQp7733Htu3b2fYsGEULlxY7/v8+fP89NNP+Pj4MHXqVDIyMujduzcxMTEMGzbM6DX/4uLijE+MjFrG2hpiJ2db8yK2kD9jYoyPj6dr1660atWKqKgoKlasyNatWwkLC6N8+fJm8Zkb5NI1VccYe0NtbOHasjR79uyhTp06DB8+nDt37tC+fXv+/vtvPv/8c/Lnz//IsbaQv9zG+NCKEkYRHW2YP2NQQm1aos80xY9KNkrPnzXiU3qfaaqWOp5VPraQP7U25dfJa+PZXE3cCSHuAm2A3mSvX5cFSP9+soCD/37XRghxzxyBqhjGvXv3WLJkCWPGjOF///sfo0aN4vbt28yZM4erV6/qX4PNDTnrs1WuXBl/f38cHByYMGECPXv2ZNmyZQwbNoy4uDjq1q1LYGAgtWvXZt++fRQpUoQVK1Zw+PDhXP2ybA38/f05ffo0rVu31v9Mp9Oh0WjQaDRcvnyZYsWKUapUKbRarX7SzdnZGT8/P9q2bcvPP//MunXr9PY+Pj7MmjWL0aNHU7NmTfr378/Vq1cZOnQokD25FxkZSUBAAF27duXSpUvUqVOHQ4cOsWrVKooXL25Sm9LS0kyyl0vLWFtD7ORsa17EFvJnSIzp6elMnTqVypUrs2HDBlxcXJg2bRpnzpyhffv2ZvFpCHLpmqpjjL2hNrZwbVmKy5cv0717d15//XXOnDlD+fLl2bJlC1u3bqVixYpPtbGF/OU2xn/3qzKa9HTD/BmDEmrTEn2mKX5UslF6/qwRn9L7TFO11PGs8rGF/Km1Kb9OXhvP2uf2QCGEDggFQiVJ0gCF//0qWQiRu0XTXmIkSeoAdChSpAiJiYkkJSVx/fp1ALy8vLh79y4JCdmb7VaoUIGMjAwuXboEQLly5YD/ZnRLly6No6OjfhcTT09PXF1diYmJAaBYsWJ4eHgQFRUFgIeHB8WLFyc6OhqtVou7uzsajYZvvvkGLy8vpk2bRsOGDTl58iQ7d+7kk08+YebMmVy+fJm7d+/i6OhIhQoVSEhIICUlBY1Gg7e3t74dAN7e3ty6dYtKlSrh4+PDqVOnaNiwITNnzsTT05PZs2czdepUbt26hZ2dHX5+fowYMYJbt26xb98+kpKSuHTpkklt8vT0JDY2loyMDFxdXSlVqhRxcXGkpaWRL18+ypUrZ1CbfHx89Ofp559/Zvz48UyZMgV7e3u9z6ysLK5fv67fSVen0xEfHw9AqVKleO211/jtt9/46quv8PT0xNfXl+joaP2Td05OTly6dInw8HAKFiyIm5sbEyZMYMOGDWi1WgoVKkS/fv1o06YNjo6OJCYmmtyma9eusWfPHlmuvevXr3P16lWjzlNkZKRR5yktLY3Tp08/9Tw93qbIyMhctykiIkKR15617hGenp78888/AIpuU2RkZK7adPr0ab788ku9XqtWrZgxYwaZmZn8+eefBrUpx6fcbTKlnh6+9nL0LHmPyMlJbq+9nONz06bk5GSOHDmiuGvP1PMUExPDt99+y3fffUdaWhpOTk707NmTXr16UaVKFSIiIp7ZptTUVCIjIxXXpofvEampqYSHh7/wPDk4VCEjI/sPgMbg6Khlz579Zh1HREZGynLt3bt3j+joaKPOU2RkpFFtSk1N5dChQ7nun1JTU5977eW0KafPVOK1Z817hLHnyVJtyrn3WvI8GTveM2c9Pd6myMhIi/e5kZGRub72cs5bbtp08+ZNfR+upGvPmveI1NRUxY8jUlNT9efNUudJzt8J5aonY8YRct4j7ty5o89Jbq69tLQ09u/fn6s2mR1zvoebFz9KWeNOCCF27dolzp8/r//3mTNnhJubmyhSpIjYv3+/ECJ7LbrcotVqhRDZa+Zt27ZNCCHEsWPHhK+vr34NqSZNmoiIiIgnbJW09sDT2jx48GAhSZLo06fPIz/v3r27kCRJzJgxQwjx39qAOblYu3atkCRJFC5cWIwYMUKv/fgagllZWeLbb78VJUqU0K/55+fnJ27evCl7+9Q1QZ6OuibIkyipLp/Fi2I8d+6ceOutt/T3oCpVqojdu3eb1ae1dV+2NUFextr89ddfRaVKlfTXZefOnUVcXFyu7V+G2sxBXePOvLbqGneWRem1qa6jJb+WOp5VPkqvSyHU2jSHjtLGsyhkjTsVG0L8+zrnG2+8wSuvvKL/edWqVZkwYQJJSUnMnj2brKwsNBqN/vgXkbNDaosWLahfvz4DBw6kfv36HD16FE9PT7777jv27dtHzZo1n7C9fPmyDC2Th5xXf3/55ReuXbsGQI8ePahbty6rV69m27Zt+mNHjhwJwNKlSzl79iySJJGRkaHPRXp6Or6+vgAsWLCAkydPAjyyU2VERASvvfYaH3zwAdeuXaNhw4YcO3aMoUOH4uHhIXv75My1KVrG2hpip6Tryhaxhfw9K8bU1FQ+/fRTqlatyi+//IKbmxtz5swhIiKCFi1amMWnqcila6qOMfaG2tjCtWUOLly4QKdOnWjXrh3//PMP3t7e/Pbbb2zYsIGyZcvmWscW8pfbGMeMAWM3ZXN1hbFjDfNnDEqoTUv0mab4UclG6fmzRnxK7zNN1VLHs8rHFvKn1qb8OnltPPvciTtJkiIlSfI3VtxUe5UnydkoIoenrVP38KTR4/j7+1OnTh3CwsJYtWqVUf6XLFmCl5cXy5Ytw97enlGjRhEdHU3Pnj2f6fvu3bsG+zIXWq2WqVOn8vbbb+sfpc3IyGDChAkIIfjss8/IzMwEoG7dugQEBBAXF8egQYO4evUqjo6OAOzatYspU6bw1ltvsXPnTrZu3UqdOnX0fpKTkwkICKBu3bocOHCAYsWKsWrVKg4ePEjdunXNlhM5dU3RMtbWEDslXVe2iC3k7/EYhRBs2rQJHx8fPv/8cx48eMCHH35IdHS0SZu6PM+nXMila6qOMfaG2tjCtSUnaWlpTJw4kSpVqhAWFkaBAgUICQnh1KlTtGrVymA9W8hfbmN89114zrDkuUhStr0h/oxBCbVpiT7TFD8q2Sg9f9aIT+l9pqla6nhW+dhC/tTalF8nr41nX/TEXWWgiAn6ptqrPIZGoyEzM5P169cDz5+kexoFChTg888/B2D+/PlcuHABSZKemBB8GocOHaJevXr4+/tz69YtWrZsyalTpwgJCcH1BX9Oz5nssjRZWVlP/Eyj0eg3gPjxxx+B7Pg6depEjx49CA8P54svvtAfP3v2bF599VX27t1Lo0aN6NGjB++++y4DBw7Ezs6Otm3bUqdOHf0vZzqdjhUrVuDt7c2iRYuQJInAwECio6Pp3bu3/mk9c+VETl1TtIy13HNBxwAAIABJREFUNcTOWtfVy4It5O/hGM+ePUubNm3o3Lkz8fHx1KpViwMHDrB69WpKlChhFp9yIpeuqTrG2BtqYwvXlhwIIdi8eTNVqlRh0qRJpKen07NnT6Kjoxk1apRF7oPWIrcxOjnBrFng4mKYvotLtl2OG3PmRAm1aalrxRauLSWj9PxZIz6l95mmaqnjWeVjC/lTa1N+nTw3nn3ee7SADvgdCDbyowWCzfmur9I+5l7j7v79+6Jo0aJCkiRx6NAhIYQQmZmZBuv06dNHSJIkAgMD9T/7+++/RVRU1BOaCQkJws/PT79WT+nSpcWGDRueWMfteVh77YHIyEiRnp6u/3dKSoooUKCAaN68ubh69ao+vn/++UcUK1ZMeHh46HOR8/Np06aJokWLiiJFigg3NzfRoUOHJ9YsOnLkiKhfv74+V82bNxenTp16akxKX3fAVC11TRDlY+26zA3Xrl0Td+7cEaNHjxb29vYCEIUKFRKLFy82aI1OQ30qWfdlWxPEVmszOjpatG3bVn+/r1Gjhti7d68s2rZSm4YQFCSEi0vu1rVzcck+3hR/hqCE2lTXuLMNlF6b6jpa8mup41nlo/S6FEKtTXPoKG08iwLWuHsNmGjkx8iXI1Sehk6nw8XFhUGDBgEQGBgIgL29fa7Xqcth/PjxFC1alNWrVxMWFsamTZt4//33adKkiV4zMzOTOXPm4OXlRWhoKI6OjgQFBXH27Fk6d+5s0NN+Obu9WJqkpCS8vLyoWrUqS5cu5d69ewAULFiQzp07ExUVxa1bt0hISECr1VKxYkVGjRpFcnIywcHBep2KFSsyfvx4IiIiOHz4MAcPHuTnn3+mbNmyaLVabty4Qb9+/WjQoAHHjh2jZMmS/PDDD/zxxx9Ur179qbGZKydy6pqiZaytIXbWuq5eFpSePyEEK1euxNvbm5CQELRaLQMGDCAmJoZBgwbp16uUG6XXpqk6xtgbaqP0a8sU7t27x/jx46lWrRrbt2+nYMGCLFiwgPDwcJo1ayaLD1vIn6ExTpkCc+eCmxsUKPD0YwoUyP5+7tzs403xZwhKqE1L9Jmm+FHJRun5s0Z8Su8zTdVSx7PKxxbyp9am/Dp5bTxr/4LvX5fBR5wMGir8tznEpEmTWLduHcePH2fhwoUEBASg0+ly9UtszgRfxYoV+eyzzwgICGDw4MEkJibi7OzMmDFjANi9ezdDhw7Vb0/+1ltvMWfOHCpWrGhU7CkpKUbZvQghhH4CUavVPpGDrKws/RbSK1asID4+nlmzZiGEoF69eoSGhnLw4EEqVaqktx85ciSbNm1iw4YNbNy4kc6dO5OZmYmDgwMlS5Z8RP/BgwcsX76cTz/9lJSUFBwcHBgxYgRBQUEUeNZvJv9irpzIqWuKlrG2htiZK4d5BSXn79SpUwQEBLB//34AGjRowMKFC6lXr57ZfSu9Nk3VMcbeUBslX1vGIoTgxx9/ZOTIkVy5cgWAvn37Mm3aNIoVKyarL1vInzEx9u8Pfn6waRN88QVER0N6Ojg7g7d39kYU77773+uxpvrLLUqoTUv0mab4UclG6fmzRnxK7zNN1VLHs8rHFvKn1qb8OnltPPvcJ+6EEHtl+Fy0VGPyAjlr0S1cuBDI3vX0+vXraDSaXK1TJ0kSkiQRFxfHjRs3ALh69Spdu3YlLi6O3r17895779GyZUsiIyOpUKECW7ZsYcuWLUZP2gGyPhlz+fJlGjduzI4dO5AkSb+OXY6PnH8LIfRr0Hl4eODl5cX8+fOZPn06kiTRtGlTANauXYsQAkdHRzIzM7Gzs2Py5Mk4OTkxevRo7t2799QF7/fv34+vry9DhgwhJSWF1q1bc/r0aWbMmPHCSbuH45UbOXVN0TLW1hA7c+Uwr6DE/KWkpDB06FBq167N/v37cXd3Z+XKlfo1Ni2B0mvTVB1j7A21UeK1ZQpnzpyhRYsWvP/++1y5coV69epx+PBhVqxYIfukHdhG/oyN0ckJuneHEycgNRV0uuz/njgB77//9Ek7U/zlBiXUpiX6TFP8qGSj9PxZIz6l95mmaqnjWeVjC/lTa1N+nTw3njXne7h58WPuNe4epkePHkKSJNGzZ8/nHvfwWnQ6nU789ttvomHDhkKSJFGpUiXx+++/i/T0dDFt2jSRL18+AYh8+fKJzz//XKSlpckSa2Jioiw6Qgixfv16IUmSqFq16iM/T0hIEJ06dRIzZsx45OcjR44Ur7zyili+fLkYNWqUkCRJBAcHC61WK1q1aiVKliwpdu/e/YSfzp07CycnJxEREfHIz69cuSJ69uypX9eobNmy4qeffjJozT8h5M2JuXRN0TLW1hA7Q45V1wR5EnNdg8ag1WrF119/LYoWLSoAYWdnJ4YOHSpiYmIsHovSa9NUHWPsDbV5WWozJSVFDBs2TGg0GgEIDw8PsWzZMqHVas3qV0m1+SwsHaM5/SmhNi3RZxpyvJLr0poovTatEZ/S+0xTtdTxrPJRel0KodamOXSUNp5FAWvcqSgM8e/rrnPmzMHe3p7vv/+e3bt3A4/uoppz3MNr0WVkZBAbG8uJEycIDg4mJiaG9PR0qlatyieffEJaWhpdunTh7NmzTJgwAWdnZ1liTkxMlEUHoEuXLnz88cdERkYyc+ZMIHv9v4sXLxIWFsb48eNZvXq1Phc9evTg4sWLaLVaQkJC6N69O7NnzyYgIIAuXbqQmJjI2bNn9To5Ty5+/fXX3Llzh5o1awLZuZs1axbe3t6sWbMGJycnPvvsM6KioujUqZPBO/zKmRNz6ZqiZaytIXbmymFeQSn5O3bsGI0aNaJv377cuHGDZs2aceLECebNm0d6errF41F6bZqqY4y9oTZKubaMRafT8c033+Dl5cXcuXMRQuDv709MTAz9+/fXL11hLmwhf5aO0Zz+lFCblugzTfGjko3S82eN+JTeZ5qqpY5nlY8t5E+tTfl18tp4Vp24s0EkSUKn01GsWDFmz54NQEBAAJC9qYRWq0Wn0+knkq5cucLs2bOJiYnBycmJt956iytXruDn50fHjh1p3749sbGxVK5cmZ07d7J+/XrKlCkja8w568yZSs5k3KBBgyhfvjwTJkzgypUr2NnZ0aBBA3bs2IGXlxdDhgxh6dKl3Llzhzp16lCjRg02btwIwOLFi/nwww9Zvnw5c+fORafTsWXLFiB7HcGcR2Ld3NxwdHQkKyuLXbt2UbNmTf2rsx07diQyMpKJEyeSL18+o9oiV07MqWuKlrG2htiZK4d5BWvn7+bNmwwYMIAGDRpw9OhRSpYsyffff8+ePXuoUaOG1WJUem2aqmOMvaE21r62TOGvv/6iSZMm9O7dm+vXr9O4cWOOHz/OokWLKFy4sEVisIX8WTpGc/pTQm1aos80xY9KNkrPn9pnyq+ljmeVjy3kT61N+XXy2nhWnbizUXL+2j9kyBBq1apFdHQ0M2bMALIn9uzs7MjKymLz5s34+/szevRoJk+eDEDhwoWZP38+Pj4+/PzzzxQoUIBZs2Zx8uRJWrZsabU2vYisrCzs7bP3U6levTqjRo1Cp9Ppd9kFaNWqFfPnz8fb25vhw4fz5ZdfAvDGG29w9OhRzpw5Q8GCBRk/fjyTJk3SP2n3559/cuHChUf8SZJEfHw877//Pq1ateLs2bNUqlSJbdu2sXnzZsqXL2+hlquovFxotVoWL16Ml5cXy5cvR6PRMGbMGM6ePUv37t0NfnpVRUUOkpKSGDRoEPXq1ePPP/+kePHihIaGcuDAAWrXrm3t8FRUVFRUVFRUVPIq5nwPNy9+LLnGXc4aO4cOHRKSJAlJkvTvYR8/flwMGzZMuLu7C0mSxOjRo4VOpxObNm0SZcuW1a/P1qtXL3HlyhWzx3rt2jWT7B9eP2758uVizpw5YvLkyaJWrVpCkiSxbdu2R46PiYkRZcuWFZIkia+//losWbJEFCpUSCxduvSR4/z9/YUkScLPz088ePBA//O0tDTx+eef69f8c3FxEdOnTxfp6ekmteNhTM2JJXRN0TLW1hA7Q45V1wR5EnNdg8/jwIEDolatWvp7UKtWrURUVNQzj7dGjEqvTVN1jLE31MaWajMrK0t89dVXonDhwgIQGo1GjBgxQty+fdtqMVnjujcUS8doTn9KqE1L9JmGHG/tulQqSq9Ntc+UX0sdzyofpdelEGptmkNHaeNZ1DXuVJ6FnZ0dQggaNWpE//79AejTpw+rV6+mT58+zJs3jxo1ahAVFUXfvn1p27Yt7777LhcvXqRGjRrs27ePb7/9lpIlS5o9VlMfM5UkiYiICGrWrMmoUaNYsWIFmzZt0u+MO3ToUP2xmZmZVKpUidWrV1OvXj1GjBhBfHw89+/fJzY2Fsherw4gJCSEqKgoxo4di+O/W9lt3bqVatWqERQURFpaGu+99x5nz55l3LhxODk5mdSOh1H648umaqmvFigfS+YvISEBPz8/mjRpQkREBGXLlmXTpk3s2LGDypUrKyJGc/tUXy1QHn/++Se+vr58/PHHJCcn06JFC06ePMns2bNxc3OzWly2kD/1VVl5ddRXZW0DpedP7TPl11LHs8rHFvKn1qb8OnltPKtO3L0khISEULhwYbZt20afPn24fPkyoaGhbN26lZUrV1KtWjV+++033N3dWbhwIeHh4TRt2tRi8V2/ft0k+xs3bjB8+HDOnTvHzJkz2b59OydOnGDz5s00bNiQ2NhYPvvsM+C/zThee+01Fi5cSNWqVZkxYwaZmZmsX78eIQSOjo4IIXBxccHb25vExESio6N56623eOutt4iNjaVKlSr8/vvvrF27ltKlS5ucg8cxNSeW0DVFy1hbQ+zMlcO8giXyl5mZyZdffom3tzfffvstTk5OBAcHExkZyTvvvPPC12KtcY6VXpum6hhjb6iN0mszMTGRjz76iMaNG/PXX39RunRp1q9fz65du6hataq1w1N8/sDyMZrTnxJq0xJ9pil+VLJRev7UPlN+LXU8q3xsIX9qbcqvk9fGs0ZN3EmS5CBJUltJkoZLkvTpQz93liSpmCRJ6oSghZAkCa1Wi5ubm37iaujQoVy9ehWNRoO3tzdffPEFWq2Wfv36ERMTw+DBg/VrxdkKERER7N27l8GDBzNw4EBKlSqFEIJ69eqxbNkySpcuzZQpU4iNjcXe3p7MzEwAfH19Wb9+PdWrVwcgLi6O/fv3A/9N8N2/f5+VK1dSo0YNtm7dipubG3PmzCEiIoLXX3/dOg1WUXkJ2L17NzVr1mTkyJHcvXuXt99+m8jISCZNmoSLi4u1w1PJg2RlZTFv3jy8vLxYvXo1jo6OfPLJJ0RFRdGlSxd1fUUVFRUVFRUVFRXFYfAEmyRJbYE4YCswG5j40Ne1gATgPRliU8klObugDhkyhOjoaPr27Uvr1q3p0aMHV69epX79+hw+fJjly5dTtGhRq8To5eX1wmN0Oh2Qve7i45w4cQKAKlWqANmL20uShBCCatWqERgYCPz3yqyDg4P+uJIlS7Jo0SL69u3Lli1baNasmd7Phg0b8PHx4bvvviMjI4MPP/yQ6Ohohg0bptcwF7nJibV1TdEy1tYQO3PlMK9grvxdunSJbt260bJlS6KioqhYsSJbt24lLCzM4E1drHGOlV6bpuoYY2+ojRJrc8+ePdSuXZthw4Zx584d2rVrx5kzZ5g6dSr58+e3dniPoMT8PY6lYzSnPyXUpiX6TFP8qGSj9Pypfab8Wup4VvnYQv7U2pRfJ6+NZw167EqSpHrAZuAmMBzwBbrnfC+EOCxJ0gXgHeAHGeNUPJIkdQA6FClShMTERJKSkvSPVnp5eXH37l0SEhIAqFChAhkZGVy6dAmAcuXKAdlPgwGULl0aR0dH/Xpsnp6euLq6EhMTA0CxYsXw8PAgKioKAA8PD4oVK0Z4eDhff/01mzdvRqfT4e7uTr9+/ejWrRtlypThyJEjpKWlkS9fPsqVK8fly5e5e/cujo6OVKhQgYSEBFJSUvRP6uW0A8DHx8ekNmVmZqLVap/aJq1Wi6enJx4eHkRGRiJJEh4eHhQvXpy///4bSZL0T9AdO3aM0qVL4+7uTqlSpTh//jwPHjygbt26FC5cmF9//ZWJEyfSunVrypYty40bN/Rtmjp1KomJiezZs4e4uDhWrlypf/quTJkyzJ8/n8qVK3P27FnOnj1rlvNUvHhxoqOj0Wq1pKSk0KhRI2JjY8nIyMDV1ZVSpUoRFxdn0nk6ceKEPgZTr720tDSAXLfJ3d0dT09PYmNjOXfuHFWrVjW4TRqNhqSkpFxde/Hx8bz++uu5alNERIRR5+nhNsl5nix9j3ham/bu3au3laNNCQkJLFy4kDVr1pCenk6+fPno2bMnXbt2xcfHh9jYWIPbtGvXLsqUKWPR83TixAnKlCkj+3kypZ4ebtOBAwcoVqyYRe8R+/bto0yZMrm+9nLOW27alJycbNb+ycXFhSlTpvDLL7/oz0twcDAVKlTgypUr2NnZyVJPct4jHBwcSElJsfo94nltysrKIiEhQRHjCFPbFB0djbe3t8nXnp2dndHnKT4+ngYNGhjcpvv37xMXF5fra08IwfXr11/Yppw+U4nXnjX7XGPPk6XadOTIEcqUKWPR82TseM+c9fR4m+Lj46lXr55F+9z4+HjatGmTq2vv4MGDlClTJldtunnzJnv27FHctWfNe0R6ejqXLl1SdJtu3bql/7elzpOcvxPKVU9yjiOMuUdcunRJn5PcXHt3794lNjY2V20yO4bsZAGEAclAiX///RmgfeyYH4Boc+6ooeSPJXeVzUGr1YqVK1eKokWLCkDY2dmJgIAAkZycbPFYnsWzdkB6eLfYDRs2iA8++ECMGzdOrF69+pHjwsLChJubm2jTpo24e/fuI989ePBAZGZmitdee01IkiQ8PT1FZmbmE/pCCHHr1i0xcuRIYW9vLwBRqFAhsXjxYrFr1y4ZWmkY5toVSk5dU7SMtTXEzlzH5hXkzMnWrVtFxYoV9bvFduvWTcTHx5usa43zpvTaNFXHGHtDbZRQmw8ePBAzZswQ+fPnF4BwdnYWkydPFmlpaWbxJye2cL+ydIzm9KeE2rREn2nI8bZwDVoDpedF7TPl11LHs8rHFnKi1qb8Okobz2LmXWUNXejsVWCzEOLac465BLxpoK6KkRw/fpyAgACOHDkCQJMmTVi4cCE1a9a0cmTPJysrC3t7eyRJ4tq1a/Tp04ft27frX38FuHbtGoMGDcLNzY0GDRpQp04dfvvtNzZu3EiPHj1wcHBAp9Ph6OhIWloa58+fp2HDhhw+fJhJkyYxZcoU/XpFQgi+//57Ro8eTUJCApIkMWDAAKZOnUqRIkX0f7lSUVExjNjYWIYPH86WLVuA7NfZFyxYQIsWLawcmUpeZseOHQwdOlT/V9R3332X2bNn6//6qqKioqKioqKiomIrGLrGXQGyX5N9Hi5G6KoYyM2bNxk4cCC+vr4cOXKEEiVK8O2337Jv3z5FTtpVqFDhkX8/vDnGV199RVRUFNOnTyc8PJxt27ZRs2ZNJk+ezE8//UR6ejrFixenf//+uLm5ERwczA8/ZL+JbWdnx4ULFxg5ciSlSpVi0aJFzJ49m4kTJ+r1T548SbNmzejVqxcJCQk0aNCAY8eOsXTpUooUKfLU+CyBuXzKqWuKlrG2hthZ47y9TJiSv9TUVIKDg6latSpbtmzB1dWV2bNnExERIeuknVqb8usYY2+ojbVqMy4ujnfeeYe2bdsSExODt7c3O3bsYOPGjTY1aWcL9zZLx2hOf0qoTUv0mab4UclG6flT+0z5tdTxrPKxhfyptSm/zss8nn0ahj5xdwWo+oJjagHnjQtH5UVotVqWL1/OhAkTSE5Oxt7ensDAQIKDg3Fzc7N2eM8kIyPjkX8fP36c5s2bM3bsWP78808++OADhg8fjqOjIwBOTk58/PHHzJs3j2rVqlG3bl169OjB+fPnmTdvHr1792bTpk2UKFGC8+fPc/jwYQYPHkzt2rWpXbs2kD25OWnSJBYvXoxOp6No0aJ88cUX+Pn5YWdn99z4LIG5fMqpa4qWsbaG2FnjvL1MGJM/IQQ//fQTw4cPJz4+HoAPPviAmTNn4unpKXeIam2aQccYe0NtLH3e0tLSCAkJYfr06aSnp5M/f34+++wzAgMD9f2KLWEL9zZLx2hOf0qoTUv0mab4UclG6flT+0z5tdTxrPKxhfyptSm/zss4nn0ehj4Z9yvQRpKkJk/7UpKkdkBj4BdTA1N5kkOHDlG/fn0GDRpEcnIyb7zxBidPnmTWrFmKnrQD9ItE5nD79m0AZsyYwblz5xg5ciSOjo76TSgaNWrE4MGDOXXqFOvWrePmzewHPYcPH873339PgwYN+P333/nmm2+Iiopi1qxZTJ8+HcjenXbFihX4+PiwcOFCJEkiMDCQmJgYevfu/cSk3dPiswTm8imnrilaxtoaYmeN8/YyYWj+zp49S5s2bejcuTPx8fHUrFmT/fv3ExoaapZJO2NiVLJPuXRN1THG3lAbS503IQRhYWFUqVKFzz77jPT0dHr06EF0dDSjR4+2yUk7sI17m6VjNKc/JdSmJfpMU/yoZKP0/Kl9pvxa6nhW+dhC/tTalF/nZRrP5gZDJ+6mAynAb5IkzQSqAEiS9Oa//14PJABfyhplHufatWv07t2bV199lRMnTlC6dGnWr1/Pzp07qVKlirXDeyY6ne6Rf+esXQfwxhtvMHToUIQQODk5odVq0el0ODg4AODs7EyHDh1o164dK1eu1K/hlz9/flq1asW2bduIiIhg7969/PPPPwwYMACAw4cP07BhQ/r378/Nmzdp1qwZf/31F3PnzsXd3d1CLVdRebm4e/cuY8aMoXr16uzcuZNChQqxaNEiwsPDadLkqX/HUVExOzExMbRv355OnToRFxdH9erV2bNnD2vWrOF///uftcNTUVFRUVFRUVFRkQWDJu6EEFeA1sBVYDTQFZCAn//9dwLQVgjxonXwVHJBZmYmc+fOxdvbm2+++QZHR0eCgoKIioqiS5cu+o0XlIYQAq1Wq3+yLS0tjXLlyunjzXmqbvDgwVSvXp2zZ89y6tQp7OzsyMrK0uu88sorDBw4ECEEy5cv12/lDFCoUCHKly+Pr68vzs7OXLt2jf79+9O4cWOOHTtGyZIl+f7779mzZw81atR4YczWWPvIXD7l1DVFy1hbQ+xsac0qJfKi/OVs6uLt7U1ISAharZYBAwYQExODv78/Go3G6jHakk+5dE3VMcbeUBtznrd79+4xfvx4qlWrxvbt2ylYsCDz58/nr7/+onnz5mbza0ls4d5m6RjN6U8JtWmJPtMUPyrZKD1/ap8pv5Y6nlU+tpA/tTbl17H18ayhGLrGHUKIvyRJ8iZ759hGgAdwGzgMhAkhsp5nr5I7/vjjD4YMGcLff/8NwJtvvsncuXOpWLGilSN7PjqdDjs7OzQaDUlJSYSEhHDhwgWysrJ47bXXGDJkiP6pulKlSjF06FD8/PwYO3YsR44c0W9aIYRAkiReffVV+vbty5dffknjxo0JDAzEyclJ7y8rK4ulS5cSFBRESkoKDg4ODB8+nKCgIFxdXa2SAxWVl4FTp04xZMgQ9u3bB0CDBg1YuHAh9erVs3JkKnkVIQQ//vgjI0eO5MqVKwD06dOH6dOnU6xYMStHp6KioqKioqKiomIejNr9VQihFUL8LIQYL4QYIIQYLYTYqE7amc7ly5d5//33adGiBX///Tfly5dny5Yt/PLLL4qftAP0T9ktXryYcuXKsXjxYvbv38/OnTsJDAykb9++XLhwQX98z5496dGjB8eOHWPJkiVA9mRcztN5hQoVomvXrpQuXZobN248shvtgQMHqFevHgEBAaSkpNCqVStOnTrFzJkzDZ60e/hpPkthLp9y6pqiZaytIXbWOG8vE0/LX0pKCoGBgdSpU4d9+/ZRtGhRvv76aw4dOmSVSTu1NuXXMcbeUBu5c3jmzBlatGjB+++/z5UrV6hbty6HDx/m66+/fikn7Wzh3mbpGM3pTwm1aYk+0xQ/KtkoPX9qnym/ljqeVT62kD+1NuXXscXxrCkYNXGnIj8PHjxgxowZeHt7s27dOvLly8eUKVP4+++/eeutt6wdHvDkmnVP4/bt24wePZrg4GBat27NypUrOX/+PGFhYQQHB/Pdd9+xevVq7ty5A4AkSQwdOhRPT0/GjBnDnTt3sLe3f8RXrVq1OHjwICEhIWg0GhISEvjggw9o2rQpJ0+epGzZsmzatIkdO3ZQuXJls7VfReVlRqfTsWrVKry8vJg/fz5CCIYMGUJ0dDR9+vR56qYuKirm5vbt24wYMYJatWqxZ88ePDw8WLZsGUeOHKFBgwbWDk9FRUVFRUVFRUXF7Bj0m5gkSUGSJGVKklTyGd//T5KkDEmSxsoTXt5g+/btVK9enfHjx5Oamkrnzp2JiooiKCgIZ2dna4eHEAIhhP4X9ytXrpCSkkJ6err++xx2797N4sWL6dKlC1OnTqVLly44OzuTnJzMpk2byMzM5Pvvv2f37t16G19fXwYNGsT9+/cZPnw4wCPr9zk4OFCyZEkyMzMJCQnBy8uL7777DicnJ4KDg4mMjOSdd94xac2/0qVLG22rNJ9y6pqiZaytIXbWOG8vEzn5O378OI0bN6ZPnz7cuHGDpk2bcuLECebPn0+hQoUUEePL4FMuXVN1jLE31MbUGHU6HaGhoXh7ezNnzhyEEPj7+xMTE0P//v0tsr6iNbGFe5ulYzSnPyXUpiX6TFP8qGSj9Pypfab8Wup4VvnYQv7U2pRfxxbGs3Ji6CMUHYA9QoirT/vy380r/gA6mRpYXuDChQt06tSJdu3a8c8//1C5cmV+++03NmzYQNmyZa0dHgBarRZJkpAkif3799OhQwfrEIv9AAAgAElEQVRat25NnTp1GDRoEBcvXkSSJP2GE5UqVaJTp04sWbKEypUrk5GRQf/+/enatSt2dnb4+/tz6dIlvv32W86fP6/38/HHH9O8eXNWrVrFH3/88cQk3K5du6hZsyZjxozh3r17vP3220RGRjJp0iRcXFxMbqejo6PJGkrxKaeuKVrG2hpiZ43z9jJx7949Bg4ciK+vL0eOHMHT05M1a9awd+/eXG3qYgnU2pRfxxh7Q21MifHEiRM0bdqUDz/8kMTERBo3bszx48dZtGgRhQsXNlrXlrCFe5ulYzSnPyXUpiX6TFP8qGSj9Pypfab8Wup4VvnYQv7U2pRfR+njWbkxdOKuIhD5gmMi/z1O5RmkpaUxceJEfHx8CAsLo0CBAoSEhHDy5ElatWpl7fCA/16L1Wg03Lp1i/fee4/mzZtz+vRpnJ2d0el0fPPNN/j7+wPZT8VptVqqV6/Ot99+iyRJHD58mCZNmrB27VreffddVq1axfjx42nbti27d+/m559/RqvVAlCkSBH69u1L2bJlH5m0i4+Pp2vXrrRq1YqoqCgqVqzI1q1bCQsLo3z58rK1NzY2VjYta/uUU9cULWNtDbGzxnl7GdBqtSxZsoSmTZuybNkyNBoNo0ePJjo6mh49eihqx2q1NuXXMcbeUBtjfCQnJ+Pv70/dunU5dOgQxYsXJzQ0lAMHDlC7dm2D9WwZW7i3WTpGc/pTQm1aos80xY9KNkrPn9pnyq+ljmeVjy3kT61N+XWUOp41F4buKpsPSH3BMemAup3nUxBCEBYWxvDhw/ULHfbs2ZMvvviCkiWf+vax1ch5LXbBggWMHTsWV1dXPvnkEzp27EjdunW5fPky9erV49dff+XPP/+kUaNG+leXcmy/+uoroqOjmTx5MuXLl9f/4uXo6Mjdu3cJCwujXr16NGnSBIBevXrRq1cvANLT05k9ezZTp04lLS0NFxcXgoKCGDFixCO7yqqoqBjGwYMHCQgIICIiAoCWLVuyYMECdX1IFauh1WpZtmwZn3zyCUlJSWg0GgIDAwkODqZgwYLWDk9FRUVFRUVFRUXFqhg6cXcZaPiCYxoCV4wL5+UlOjqawMBAduzYAUCNGjVYsGABzZo1s3JkTychIYEePXqwd+9e2rdvz9ChQ2natCn58uUDoEyZMvTo0YM1a9Y8sqOfEAJJkjhx4gShoaF88MEHDB8+nOjoaP0xzs7O1KhRg71797JixQpq1apFgQIF9N///PPPjBgxQj/D3a1bN2bNmmXWd8w9PT3Npm1pn3LqmqJlrK0hdtY4b7bKtWvXGDt2LKGhoUB2DY8aNYqAgABFPWH3OGptyq9jjL2hNrk9/vDhw/q16wBef/11FixYQNWqVQ2O8WXCFu5tlo7RnP6UUJuW6DNN8aOSjdLzp/aZ8mup41nlYwv5U2tTfh0ljWctgaGvym4HmkmS9N7TvpQk6X2gOfCrqYG9LNy7d49x48ZRvXp1duzYQcGCBVmwYAHh4eGKnbTL4ebNmwDUq1eP1q1b6yftIPsV1pwd/iRJIjExEfhvU4nMzEycnZ3x8PAAwNU1+yHMH374gTVr1jB06FD8/Px488039ZN2sbGxdOjQgY4dOxIbG0uVKlXYvXs369atM/vCkDnxWRJz+ZRT1xQtY20NsbPGecstD2/aYk0yMzOZM2cOXl5ehIaG4uTkxKeffkpUVBSdO3dW9KQdqLVpDh1j7A21edHxiYmJ9OnTh0aNGhETE0OpUqVYt24du3fvzvOTdqDse1sOlo7RnP6UUJuW6DNN8aOSjdLzp/aZ8mvl9fGsLWAL+VNrU34dJYxnLYmhE3czgRTge0mSNkmSNECSpDf//e9PwBogGZghd6C2hhCCtWvXUrlyZWbOnElmZiZ9+/YlJiaGgIAA7O0NfdjRcuh0Ojw9Pfn0009xdnbmm2++ITw8HMhu14EDBxg7diynTp1CkiQ6duxIjRo1+Oqrr7h6NXvfEldXV8qVK8eSJUvYunUrGzduZM6cOXz++ed06NCBLl26sHr1arp27UpqaiqffvopVatW5ZdffsHV1ZUvv/ySiIgIWrRoYZE25zztYUnM5VNOXVO0jLU1xM4a5+1FCCH0m7o8/nNL8/vvv1OrVi1GjBjB3bt36dChA3///TeTJ0/GxcVFkfl7HLU25dcxxt5Qm2cdn5WVxfz58/H29mbVqlU4ODjQo0cPoqKi6Natm+Inki2FWpuW9aeE2rREn2mKH5VslJ4/tc+UXyuvjmdtCVvIn1qb8utYczxrDQyaPRJCXJEkqQ2wnuydYzs+9LUExAFdhRCXZYvQBjlz5gwBAQHs3bsXyH5ibdGiRfj6+lo5styR84tTt27d2LZtG6GhoSxbtoxBgwaxb98+Fi5cyLlz5xgwYAC1a9fm8OHDrFu3jjFjxpCQkEBQUBA+Pj4MHTqUGTNm0KFDBzQaDUIIfH19mT59Om5ubggh2LRpEyNGjCA+Ph4APz8/Zs6cSYkSJayZAhWV55LzSvjjaLVaNBoNGo2G69ev89NPP1GgQAF69uxp0fguXbrEqFGj+PHHHwGoUKEC8+bN480337RoHCoqD7N3714CAgI4c+YMAG3btmXevHlcvXr1keUSVFRUVFRUVFRUVFT+w+DHvoQQxyVJ8gI6kL2enTvZT+EdBrYIITLlDdG2uH79OrVq1UKr1eLh4cGMGTPo06ePfsMGW0CSJP0ExLBhw9i/fz8rV67k+PHjnDhxgkaNGrFp0yaqVasGwMCBA6lSpQozZsxg48aNtG7dmldffZV+/frx2muvsWHDBmJjY2ndujXdu3cHIDIyksDAQHbt2gVArVq1WLhwIa+++qpV2vzwOn227lNOXVO0jLU1xM4a5w145lNBORu0TJs2ja+++or09HQyMzNp3rw5pUqVMntcDx484Msvv+Tzzz8nNTWVfPny6Td1cXZ2fuJ4a+XPENTalF/HGHtDbR4+/sqVK4wePZoffvgBgFdeeYW5c+fSoUMHJEnSP6mt8h9qbVrWnxJq0xJ9pil+VLJRev7UPlN+rZd5PPuyYAv5U2tTfh1Lj2etjVHva/47Obfp34/KQ6SkpGBnZ8fgwYOZPHkyhQsXtnZIRpEzAVGrVi369evH9OnTiYiIYObMmYwePRrIfrpICIG9vT3vvPMOa9as4fTp0zx48ADI3l22cuXKBAUFkZiYSPHixbl79y4TJ05k/vz5ZGVlUahQIaZOncqAAQP0Pq1Bzlp8L4NPOXVN0TLW1hA7a5w3gKSkJHr06EFgYCDt27dHp9NhZ2dHZGQk/v7+HDlyhA4dOtC+fXvatGljkYVNf/31V4YOHcq5c+cA6Nq1K7NmzaJMmTLPtLFW/gxBrU35dYyxN9TGw8ODjIwM5s6dy+TJk7l//z7Ozs6MHz+e0aNHP7JmqsqTqLVpWX9KqE1L9Jmm+FHJRun5U/tM+bVe5vHsy4It5E+tTfl1LDWeVQq28xiYjeDs7Ex4eDgLFy5UzKSdTqd76s9ftOZWjt2gQYPw9fVFCEG+fPlIT09HCIFGo9E/SVixYkWKFCmCEIJbt24BPPKUYWRkJN999x3e3t58+eWXaLVaBgwYQExMDIMGDbLqpB1AVFTUS+NTTl1TtIy1NcTOGucNIDw8nJ07d3LixAkg+1rPyspi9uzZREREMG3aNObOnUvv3r3NPml3/vx5OnbsSPv27Tl37hw+Pj7s2rWLH3/88bmTdmC9/BmCWpvy6xhjb6hNaGgo1atXZ+zYsdy/f5933nmHqKgogoOD1Um7XKDWpmX9KaE2LdFnmuJHJRul50/tM+XXepnHsy8LtpA/tTbl17HEeFZJ15ZRT9xJklQP8AUKAU+bcRFCiCmmBGarlClThlq1alk7DOC/dbhyJtAOHjyIs7MzWq0WX1/fFy4Cbmdnh06nw93dncDAQI4ePcrUqVOpXbs2jRo1ekR7+/btHDhwgJYtWz6xjtbJkycZNmwYp06dAqBBgwYsXLiQevXqmaHVKirmp3Xr1pQtW/aRm3l0dDSrVq3iww8/ZPjw4Y8cf//+fe7du4e7uztOTk6yxJCamsrMmTOZOXMmDx48wNXVlYkTJzJkyBAcHBxk8aGiYihxcXGMGDGCn376CQAvLy/mz59PmzZtrByZioqKioqKioqKim1i0MSdJEluZL8e+zrZm1E8CwHkyYk7pZDz6h7Ajh07CAoK4uzZswghSE1NpV+/fvTv35/69es/cuzj5Py8Q4cO9OrVi6+++opFixZRrVo1ChYsyM2bN/n111+ZPXs2+fLl46OPPsLZ2RmdTsft27cJDg5m8eLF6HQ6ihYtyowZM+jdu7fi1vxTH1+WX+tlfbUgZ9fY5s2bs3XrVjIzM3FwcCAlJQVnZ2eysrIAOHXqFBcvXuS3335j8+bNaDQaqlWrxuTJk6lTp45J/jdv3szw4cO5ePEiAB988AEzZ840+Ok+JT3+/SzU2pRfxxyvFqSlpRESEsL06dNJT08nX758TJw4kWHDhuHo6GhsqHkWtTYt608Jtam+KmsbKD1/ap8pv9bLOp59mbCF/Km1Kb9OXntV1tAn7kKAFsB+YBVwCciSOyhbRJKkDkCHIkWKkJiYSFJSEtevXweynzi4e/cuCQkJQPYOjxkZGVy6dAmAcuXKAdlPKgCULl0aR0dHYmNjAfD09MTV1VW/HXGxYsXw8PDQP+3j4eFB8eLFiY6ORqvV4u7ujqenJ6dPn2bp0qX89NNPVKtWjWbNmuHs7MyhQ4dYsWIF0dHRjBs3joIFC1KhQgUSEhJISUlBo9Hg7e2tb4dWq6VatWq0b9+erVu3snbtWho0aEDhwoVZv34927dvp3jx4syfPx9PT09+//13jh07xhdffEFycjJ2dnZ069aNoKAgkpKS2Ldvn9Ftio2NJSMjA1dXV0qVKkVcXBxpaWnky5ePcuXKcfnyZe7evYujo+Nz2wTg4+OjP0+3bt3Cw8PDoudJp9ORmJgoe5tSUlLYs2ePLNeeo6MjV69eNeo8JSYmkpGRYXCbChcuzOnTp596nh5v061bt3B3d89VmyIiIl54noQQeHh4UKJEiUfaVKJECc6fP//IeXJyciIlJYW5c+fi5+dHeno6VatWZc2aNezcuROtVktSUhKFCxemSpUq3Lx5k23btnHr1i3mzp1L/vz5Db5H7Nu3jwULFnD8+HH9cYGBgbRu3RohhP685/Y8xcfHk5SUJHs9yXHt5Zync+fOkZSUZNF7RI5PudtkSj093KbLly+TlJRk0XtETk4eb1OJEiU4fPgwn3zyiV7jnXfeoX379lSsWJHo6OgXtik5OZkjR44o7tqzZv9UpEgRIiMjFd2m/PnzEx4ebrHz5OLiwqVLl8zSpqtXr5KammrytVe4cGGio6ONOk+3bt3C0dHR4DbZ29tz6NChXF97bm5uREREvLBNOX2mEq89a94jjD1PlmpTzr3akufJ2PGeOevp8TbdunULjUZj0T731q1bFCtWLFfXXs55y02bbt68afB4T6n1ZOq1l9MmJycnxY8jJEnSnzdLnSc5fyeUq57kHEcYc4/IysrS5yQ3156dnR379+/PVZvMjhAi1x/gGnAcsDPELi99vLy8hBK4ffu2GDNmjPDw8BD+/v7i5MmT+u+OHj0q6tevLwoWLCh+/fVXg3Tnz58vHB0dRalSpcT//vc/IUmSGDt27BPaZD91KZo2bSpOnjwp9u3bJ1vbzIE14jOXTzl1TdEy1tYQO0OO/eOPP577fVZWlv7/L1y4IE6fPi3OnTv3xHFarVYIIUR4eLiQJEksXrxY/92pU6fE+PHjRceOHUWXLl1EaGiouHz5srhz545ISEgQ7du3FwULFhQXL17MddxCCHHnzh0xZswY4eDgIADh7u4uFi1aJDIzMw3SeRyl16UQam2aQ8cY+6fZxMTEiHbt2unv99WqVRN79uwx2MeLajMvotamZf0poTYt0Wcacrxal09H6bWp9pnya9naeDYvovS6FEKtTXPoyDWelet44Lgw4zyToU/cFQS+FUI8fbcDFcUQERFBSEgI77//PtOnT8fNzU3/XbVq1ahfv77+qR34bz28Z5HzOm3fvn3ZuHEj+/bto0WLFuzZs4eKFSty8+ZNxo0bx8qVKxFCULJkSUJCQujevfsjf2FQKlqt9qXxKaeuKVrG2hpiJ0dbc65tjUbD7du3GTduHNu3b+fBgwckJyczbtw4/P399duB57zmXbZsWby9vdm5cyeDBg0CoHr16lSvXp0HDx48sZZd/vz5SUpKIiMjg8zMzFzFJoRg7dq1jBo1iqtXryJJEv369WPatGkULVrU5LZb47o3FLU25dcxxv5hm/v37zN16lRmz55NRkYGbm5uTJkyBX9/f+zt7WWJMa9jC/mzdIzm9KeE2rREn2mKH5VslJ4/tc+UX8tWxrN5GVvIn1qb8uuYOp41lw9zYejE3T9AcXMEoiIvhQsXZuTIkYwePRo3Nzf9xJz4d2fYAgUKAHDv3j2AXG9U4eLiQnBwMA8ePKBdu3ZotVoWLlzIp59+SkpKCvb29owYMYKgoCBcXV319u7u7uZrrAxYIz5z+ZRT1xQtY20NsTO1rQ+v77hgwQLGjh2Li4sLVapUoXjx4mzcuJEZM2ZQpkwZ+vTp84itk5MTXl5e/PXXX8THx1OmTBm93uOTdjExMaxevZro6GjGjx9PhQoVXhjb6dOnCQgIYN++fQDUr1+fhQsX4uvra1KbH0bpdQlqbZpDxxh7d3d3hBBs2LCBESNGcPnyZQA++ugjpk+fTvHixZ84XsV4bCF/lo7RnP6UUJuW6DNN8aOSjdLzp/aZ8mvZwng2r2ML+VNrU34dY8ez5vZhLgyduFsEzJAk6X9CiCvmCEhFHry8vBg7dixFihR56tN0d+7cAaBGjRq51syZ4GjRogWQvUvt4MGDOXnyJACtWrVi/vz5VK5c+QlbQxfNtzTWiM9cPuXUNUXLWFtD7Extq52dHX/99RcDBw4kPDycd999l48++ogmTZpQsGBB5s+fz7Bhw9i0adMjE3dCCAoUKICvry+7du3i4sWLlClTRl8j4t8NLBISEli/fj3btm1j//79vPPOOwwcOPC5MaWkpPDZZ5+xaNEitFotRYoUYcaMGXz00Ueyb+qi9LoEtTbNoWOM/e3bt3njjTf4448/AKhTpw6LFi2iYcOGZokxr2ML+bN0jOb0p4TatESfaYoflWyUnj+1z5RfyxbGs3kdW8ifWpvy6xhjb8t9pqG/Bf4K/AYclCTpI0mSakiSVOZpHzPEqsKTj2vqdE9/a9nR0ZEiRYoAjz5Nl/PU3dmzZyldunSunvx5nISEBPz8/GjSpAknT56kTJkybNq0iR07djx10g7QL2ypVKwRn7l8yqlripaxtobYGesjexkC+PHHH6lXrx6nT59m7ty5LF68mDfffJOCBQsC4OfnR4ECBShYsOAjtZZj36ZNG9LT0/Vx5NRnVlYWgwcPxtvbmylTphAXF8fSpUtZu3YtxYoV09s/jE6nY9WqVXh5eTF//nyEEAwZMoSYmBj69u1rlp2YlV6XoNamOXQMsb99+zYjRozQT9oVLlyYpUuXcvTo0WdO2skRY17HFvJn6RjN6U8JtWmJPtMUPyrZKD1/ap8pv5aSx7Mq2dhC/tTalF/HGHtb7jMNfeIujuxFqCVgxXOOE0Zoq+QCjUZDZmYmmzdvpmvXri98xfVpXLp0ifDwcNq1a4dGo0Gr1aLRaF5ol5mZyYIFC5g4cSJ3797FycmJMWPGMG7cOFxcXJ5rm5GRYXCclsQa8ZnLp5y6pmgZa2uInaE+Ll68SNmyZfV14+rqSqVKlUhKSqJIkSL6dewg+3pft24d9+7dw9vbm+joaEqWLEnBggX1k2iurq6ULVuWTZs20bt3bzQaDTqdDgcHBzp16kTx4sXx8vKiW7duODo6Ajy13o4fP05AQABHjhwBoGnTpixYsICaNWsa1D5DUXpdglqb5tDJjb1Op+O7775jzJgxJCYmIkkSgwYNYsqUKXh4eJg9xryOLeTP0jGa058SatMSfaYpflSyUXr+1D5Tfi0ljmdVHsUW8qfWpvw6xtjbcp9p6ORaKNmTcipWIjU1lXLlynHz5k1KlSpFo0aNyMrK0i8Inhv++ecf7t27R/PmzQH0kwjXrl1DCIGnp+cTkwu7d+9myJAh+u2RO3TowJw5c3L9xN7D690pEWvEZy6fcuqaomWsrSF2uT1Wp9MRHBzM6dOn2b9/P9WqVQOyJ8g++ugjJkyYQGhoKM2aNaNUqVLExsYSFhbG1KlTAdiyZQsTJ06kdu3a9OnTh8GDBwPg7e1N6dKluXjxIpcuXaJ06dL6ScF27drRsmVLHBwcgP8m7B6uq5s3bzJhwgSWL1+ur71Zs2bpN3UxN0qvS1Br0xw6L7I/ceIEAQEBHDp0CIBGjRoxePBgevbsabEY8zq2kD9Lx2hOf0qoTUv0mab4UclG6flT+0z5tZQ0nlV5OraQP7U25dcxxt6W+0yDJu6EEL3NFIdKLsjZHCLnqYfAwECOHj2Kvb39C3eFfZjDhw8D2a/5AaSlpXHgwAGWLVvG1atXOXjwoH5yIT4+nlGjRrF+/XoAKlSowLx583jzzTcNir1UqVIGHW9prBGfuXzKqWuKlrG2htjl5lghBHZ2dri7u3P79m3Onz+vn7grUKAAb7/9Nn/88Qe///47S5cupUGDBixbtoxffvkFX19fxowZw4MHD9i/fz/Lli1jyJAh1K1bV/+aYOfOnRk1atRT/yKTM2knhHhkwk6r1bJ8+XImTJhAcnIy9vb2DBs2jODgYIt2EEqvS1Br0xw6z7JPTk4mKCiIpUuXotPpKF68OF988QW9evXixo0bFo0xr2ML+bN0jOb0p4TatESfaYoflWyUnj+1z5RfSynjWZVnYwv5U2tTfh1j7G25z5R/0SQVs5Hzet6kSZPw8vLi+PHjLFy4EHj2WnePk5mZya5du6hcuTLly5fn9OnTfPHFF/j5+fHLL7/QsWNHANLT05k2bRo+Pj6sX7+efPnyMXXqVM6cOWPwpB1AXFycwTaWxBrxmcunnLqmaBlra4hdbo7NWU9uxIgRHD16lLfffvuR7ytXrkyfPn1wdXVl3rx59OrVi3379rF06VIOHz7Mu+++S/fu3Zk9e7b+SbtPP/1Ub5/z1GlYWNgzY3h4Uv3QoUPUr1+fQYMGkZycTMuWLTl16hQhISEW/6uO0usS1No0h87j9lqtlmXLluHl5cWSJUuQJInhw4cTHR2Nn58fdnZ2Bvu0hWtLydhC/iwdozn9KaE2LdFnmuJHJRul50/tM+XXUsp4VuXZ2EL+1NqUX8cYe1vuM9WJOxsjZ/H7nAm7kSNHcv36df1adS/i8uXLREREULx4cUJDQxkwYACTJk2icePGXLp0iTFjxrBt2zaqV6/OhAkTSE1NpWvXrpz9P3tnHhdV9f7x92EQxZWEXEoLM9lUzPxW/so0l2xR09TKNisr7ftV00zKfTet3EWzRU1Lrcys1FJztzJzCTcU3DBRFAFR3ECG8/sDmdQQmZl7Z86V83695kUw83ye5zz3PHOOp3Pv2bOHfv36UaJECZfiPn/+vEt2nsIb8Znl00hdd7RctXXG7urP5reA7ePj4/j7f/7zH9auXUuXLl1IT093vN+oUSOee+45zpw5Q8WKFYmPj+f1119HSkl2djaQe+BL27ZtCQgIICUlheTkZABq1qxJuXLl2LZtGxcuXLjmztdjx47x8ssv88ADD/DXX39RtWpVvv32W5YvX054eHih22wkqtcl6No0Q+dy+40bN1K/fn26dOlCamoqjRs3Ztu2bYwbN85xSIsrPq3Qt1TGCvnzdIxm+lOhNj0xZrrjR5OL6vnTY6bxWt6Yz2qcwwr507VpvI4r9lYeM11auBNC3COEGCCE+EgIMSOf13SjA9Xkkne7XbNmzXj22We5ePEivXr1uuK9q7n8BMv4+HhOnTpFUlISXbt25dixY/z0008sWLCAU6dO0apVK1q0aMG+ffsIDw9nxYoVfPPNN9x2m3sHBfv7+7tlbzbeiM8sn0bquqPlqq0zdnmflVI6bokF2Lp1K3/88QfffPMNwBUnso4ePZpPP/2UmTNnOv5WqVIlnn76aWrXrk1aWhorVqxwvGez2Ry3uvr6+pKens7Fixe56aabkFISHBxMvXr1+PXXX/NdtLt48SITJkwgNDSUWbNm4efnx4ABA9izZw/t2rXzyLPsroXqdQm6Ns3Q8ff3Jzk5mVdffZX69euzefNmbr31Vr7++mtWrlxJzZo13fZphb6lMlbIn6djNNOfCrXpiTHTHT+aXFTPnx4zjdfy5HxW4xpWyJ+uTeN1XLG38pjp1MKdyGUW8AcwDOgMvHzZ66XL/ltjEnkLcePHj8fX15e5c+eycuVKAMfuoMs/d/nCwKFDh4DcBbyoqCgOHjxIw4YNGThwIBERESxevJgyZcowduxYtm3bRtOmTQ2JOTg42BAds/BGfGb5NFLXHS1XbZ2xCw4OJicnByEEQghWrlzJY489xlNPPcUDDzxAhw4d+Oqrr4B/duPNnDmTEiVKMHnyZHbs2OHQqlevHi+99BLp6el88skn7Nmzx6ErhCApKYno6Gj8/f2JioqiWLFiCCHIycnhnnvu4ZFHHnGcHJvH6tWrqVu3Lm+99RanT5+mZcuW7Nq1i+HDh1/3JGZPoHpdgq5No3Wys7NZsWIFISEhzJgxg2LFitG3b1/27NnD008/fc2FZGd9WqFvqYwV8ufpGM30p0JtemLMdMePJhfV86fHTOO1PDWf1biOFfKna9N4HVfsrTxmOrvjrhvwIvAF8B9AABOA+4F+QAbwFXCHgTFqriJvsaBChQqMHTsWgG7dugHg6+uL3W53LGYAHDlyhJlWI3wAACAASURBVLFjx3Lw4EHuv/9+3n33Xf7++28GDRrEd999R1hYGCNGjCArK4sXX3yRuLg4evXq5XiwvhEkJiYapmUG3ojPLJ9G6rqj5aqtM3aJiYn4+Phw8uRJnn/+eR5++GGSk5Np1KgRixcvZsmSJdxzzz1A7q47u91OpUqVGDp0KAkJCUycONGhVbJkSVq1asVjjz3G+vXrmTNnjuO93377jQEDBvD111/TokULmjVrBvxz8EWfPn2YOnWqo+YSExPp0KEDTZo0YdeuXVSvXp1FixaxaNEi7rzzTpfyYgaq1yXo2jRSZ926ddx9990MGDCAU6dO8eijj7Jz507ee+89SpcubahPK/QtlbFC/jwdo5n+vF2b7tjq2vQsqudPj5nGa3lqPqtxHSvkT9em8Tqu2Ft5zHTqVFlyd9TF5Z0ue+kfqelSyj+AP4QQy8jdjfcLMPNaIhr3ybv1r3v37sycOZOYmBhGjx5Nnz59EELg4+NDdnY2ixcvZubMmSxatIidO3cyc+ZMRo0axZ49e2jevLnjlsA6deoQHR1NgwYNTIk3IyPDFF2j8EZ8Zvk0UtcdLVdtC2snpSQjI4NNmzbRtWtXDh48SJ8+fXjqqaeoW7duvjZ5t5NHRUUxe/ZsZs2axWOPPUa7du0AuPPOO+nUqRMbN25k3rx51KhRgzNnzjB+/Hj2799P3759GTlypEMvb6GuVKlSAGRmZjJu3DhGjBjBuXPn8Pf3p3///rz99tsuPx/STFSvS9C1aYTO0aNHiYqKYu7cuUDureHTpk3jiSeeKPSt2s76tELfUhkr5M/TMZrpz1u1aYStrk3Ponr+9JhpvJYnalP1fqU6Vsifrk3jdVyxt/KY6eyOuzBg1VV/cyz+SSn/AhYD/3MzLk0hyLv1b8qUKQD069eP5ORkfHx82LJlC1FRUbzyyissWrSI3r17M3PmTDIyMnjnnXeoVasWK1asICAggClTprBlyxbTFu2Af91CqBreiM8sn0bquqPlqm1h7fIWqMePH8/WrVvp168f/fv3dyzaXbx48YrPJycnc/bsWcfvU6dOxW63M3HiRFJSUhyaDRo04MUXX+TgwYO8+eabdOvWjcqVKxMXF+dYtMvvIJilS5dSu3Zt+vXrx7lz52jfvj179uyhf//+Si7agfp1Cbo23dHJysriww8/JDQ0lLlz51KiRAmGDBnC3Llzad26tVPPV3Q2div0LZWxQv48HaOZ/jxdm0ba6tr0LKrnT4+Zxmt5ojZV71eqY4X86do0XscVe0uPmXkPdS/MCzgDvHfZ7xlA9FWfGQ1kOKN7I71CQkKkJ8nJyZFSStm5c2cphJAtWrSQM2fOlJGRkVIIIRs2bCj37Nkjc3Jy5Jw5c2SlSpUkIIUQ8vXXX5fJyckeifPYsWMe8eMq3ojPLJ9G6rqj5aqtM3YjRoyQQgjZp08fx99ycnKk3W6/Qu/jjz+Wjz76qJw9e/YV9i+99JIUQsjhw4df8fcNGzbI6tWry5IlS8q5c+c6/p6dnX2FtpRSHjhwQLZu3VoCEpBhYWHyl19+KXQbvInqdSmlrk1XdZYtWyZDQ0Md/bJNmzbywIEDLsfhrI0zn1+9erWT0dz46Nr0rD9P1qbRtmbVpq7L/FG9NvWYabyWJ2pTj5nuoXpdSqlr0wwd1eazwGZp4jqTszvujgC3Xvb7AaDeVZ+pAZxF41E+/PBDypcvz08//USnTp1ITExk9uzZrF27lszMTBo1asTzzz/PsWPHuPfee9m4cSOffPIJN998s0fiS0pK8ogfV/FGfGb5NFLXHS1XbQtjJy8dvLJixQpKly7N008/DeTuhMvbiXfx4kVWrlzJu+++S+/evVm2bBmff/45u3btcuhMnDiRkiVL8tFHH7F582bH3+vUqcPs2bM5ffo0zz77rEPbZrM5blM/f/48Q4YMITw8nB9++IHSpUszZswYtm3b5ngGnuqoXpega9NZnUOHDtGuXTseeeQR4uLiqFGjBj///DMLFy6kWrVqLsfhrI0V+pbKWCF/no7RTH+eqE2zbHVtehbV86fHTOO1PFGbqvcr1bFC/nRtGq9T1Oazzi7c/cmVC3U/A/cKIQYKIWoKIboCrcl9zp3GAwghsNvtlC1blsGDBwPw5ptvkpSURMuWLXnzzTe56667WL9+PUFBQUyfPp0NGzY4HtjvKdLT0z3qz1m8EZ9ZPo3UdUfLVdvC2AkhyMrKIjY2FiEEN910E/DPM+wA1q9fT7du3Zg9ezb/+9//aNWqFevWrWPBggVcuHABgHLlyjF27FiSkpIYNWqUY0HQ39+f+++/H5vN5jipOU9bSsn3339PREQEQ4cOJTMzkxdeeIH4+HjefvtttbZUXwfV6xJ0bRZW58KFCwwfPpywsDC+++47SpUqxejRo9mxYwePPvqo23E4a2OFvqUyVsifp2M005+ZtWm2ra5Nz6J6/vSYabyWJ2pT9X6lOlbIn65N43WK2nzW2YW7BYBNCFHt0u8fAIeAocB2YDKQDvQxLELNdclbUOjevTtxcXGMGzeOL7/8kho1ajB58mSEEHTv3p34+Hg6derk2DHkjRhVxRvxmeXTSF13tFy1LYydlJLU1FTKlSvnOBjiaoKCgmjdujWJiYmMHj2aZs2aERwczJdffsmaNWscn+vSpQu33347v/zyCwcPHvyXjq/vP2f4xMXF8dhjj/Hkk0+SkJBAZGQk69at44svvqBy5crON9bLqF6XoGvzejpSShYtWkTNmjUZNGgQFy5coEOHDuzZs4d3332X4sWLGxKHszZW6FsqY4X8eTpGM/2ZUZuestW16VlUz58eM43X8kRtqt6vVMcK+dO1abxOUZvPOrWCI6X8XkoZLqU8eOn3NKAu8A7wCdAXqC2l3GN4pJoCydspdOrUKerXr8+rr75KSkoKDz74IFu3bmXSpEmOXUneIDQ01Gu+C4M34jPLp5G67mi5alsYOyEElStXpmzZshw7dozly5cDVx4aERkZyejRo7nlllsAqFatGv/73/9ISEjg+++/5/Tp044DXtatW0dSUhJ33HFHvv7OnDlDnz59qF27NsuWLSMgIIDo6Gi2bNnCgw8+6FI7VUD1ugRdmwXp7N27l5YtW/LEE09w4MABatWqxerVq5k3bx5VqlQxNA5nbazQt1TGCvnzdIxm+jO6Nj1pq2vTs6iePz1mGq/lidpUvV+pjhXyp2vTeJ2iNp91e+uVlPKUlHKMlPK/Usr3pZTq3AhchEhNTaVz587ce++9bNq0icqVKzNnzhzWrl1LnTp1vB0ex48f93YIBeKN+MzyaaSuO1rO2F6+4FYYu7zPt2nTBoD333+fU6dOYbPZHItxeeTd6lq6dGlCQ0PJzs4mPT39iufVValShVKlSjk+m4eUkq+++oqwsDDef/99srOzee2114iPj6dr165X7MazIqrXJejazI+DBw/Sv39/atWqxU8//UTZsmWZMGECW7du5aGHHjIlDmdtrNC3VMYK+fN0jGb6M0rbU2OmO3ZW6Fsqo3r+9JhpvJYnalP1fqU6Vsifrk3jdYrafNbz90xqDMVutzN16lRCQkL49NNPsdls9O7dm7i4OJ577jmEEN4OEchdWFQZb8Rnlk8jdd3RKoxt3k7RvG3Is2bNuuKQiGuR9/mIiAjuv/9+Dh48yJAhQ674TN7iXt7i2l9//UXfvn2pU6cOY8aMueIW27w6uXwhbufOnTRu3Jhnn32WI0eOcM899/DHH3/w6aefeuxQF7NRvS5B1+blSCmZP38+rVq14r333iMrK4uXX36Z+Ph4evToQbFixUyLw1kbK/QtlbFC/jwdo5n+jNI2e8w0ws4KfUtlVM+fHjON1/JEbarer1THCvnTtWm8TlGbz7q0XUQIEQSEA1WAfP+lIKWc7UZcmkLw22+/0a1bN2JiYgBo1qwZkyZNIjw83MuRaTTXJycnx7Hj7ccff+T111/n3LlzDBo06Ir3CuKmm27inXfeoU2bNkycOJG6devSsmVLypcv71jcS0pKYunSpUybNo3MzExGjhzJrbfeek0f6enpDBkyhOjoaOx2O0FBQYwePZpXXnnFK8+H1GgAYmNj6d69O6tWrQLg7rvvJjo6mv/7v//zcmQajUaj0Wg0Go3GVKSUhX4BJYApwHnAfo1XDmB3RvdGeoWEhEizSUpKkh07dpSABGTVqlXlt99+K3Nyckz37SrHjh3zdggF4o34zPJppK47Wteytdvtjv8+cuSIfPzxx6UQQjZp0kTOnj1bxsfHO+1j5MiRUgghS5UqJZs2bSo//fRTuWbNGjl8+HDZokULWbx4cXnbbbfJtWvXXlPLbrfLmTNnygoVKkhA+vj4yG7dusm0tLRCx2M1VK9LKXVtnjp1Svbq1Uv6+vpKQJYvX15+8MEHMjs726NxOGvjzOdXr17tZDQ3Pro2PevPKG0zxkyj7Qr7eV2X+aN6bRb1MdMMLU/Uph4z3UP1upRS16YZOqrNZ4HN0sR1Jme3j3wI/Bc4QO5Jsp2BTle9Xrn0U2MwFy9eZPz48YSEhDB79myKFy/OgAED2LNnD+3atVPmttj8UGmbaX7o7cvGa13LNm/X2nvvvUe1atXYsWMHw4cPJzo6mhdffJGLFy8C/9xGWxgf/fr1Y/z48YSHh7Nq1So6d+5M48aNGTZsGLt27WLgwIHMmjWLhg0b5qu9ZcsWHnjgAV555RWSk5Np0KABW7duZfLkyV491MVsVK9LKLq1KaXkiy++IDQ0lHHjxmG323njjTeIj4+nRYsWbp1yVdRuLbAiVsifvlXWWB19q6w1UD1/RXXMNFNL3yqrPlbIn65N43WK2nzW2YW7p4HtwF1SymFSyulSyln5vUyItUizatUq7rrrLnr16kVGRgatWrVi165dDB8+nJIlS3o7vOuSnJzs7RAKxBvxmeXTSF13tK5lm5mZSf/+/RkwYAD169dnxowZvPPOO45bvPPsLl+IvtYiXnJysuMwih49erB8+XLWrFnDqFGjmDt3LgsWLGDTpk30798f+Oegijzt1NRU3njjDcfz6ypVqsQXX3zBunXrlDjUxWxUr0somrUZExPDgw8+SMeOHTl27Bj169dn8+bNfPTRRwQGBrodnyv2ztpYoW+pjBXy5+kYzfRnlLYZY6bRdlboWyqjev6K4phptpYnalP1fqU6Vsifrk3jdYrafNbZZ9yVAn6RUl40IxjNvzl8+DC9e/fmm2++AaB69epMnDiRFi1aeDkyjcY1ihcvzv/93/8RHByMj48P4eHhFCtWjNTUVOLi4liyZAmzZs2iVq1ahIaG0rJlywJ3k+bt4JNSEhAQQMOGDR076/LIyclBSuk4fMJut/Ppp5/Sv39/0tLS8PX1pUePHgwaNIiyZcua13iNpgDS0tIYOHAg06ZNIycnhwoVKvDBBx/w4osv6ucrajQajUaj0Wg0RRRnF+52AZXNCERzJZmZmYwbN44RI0Zw7tw5/P39GTBgAL169aJEiRLeDs9pQkJCvB1CgXgjPrN8GqnrjlZ+tlJKhBA0bNiQF154gZEjRzJ37lyaNGnC119/zeeff05KSsoVNnkLFxUrVnTY5+fj6sW9vMMnpJT4+Pg43t+wYQNdu3blr7/+AqBp06ZMnjy5SB7qonpdQtGoTbvdzowZM+jbty+pqanYbDZ69uzJkCFDKFeunOHxuWLvrI0V+pbKWCF/no7RTH9GaRs9ZpphZ4W+pTKq568ojJme1vJEbarer1THCvnTtWm8TlGbzzq7cDcG+FwIESKljDcjIA38/PPPvPnmm+zbtw+A9u3bM3bsWG677TYvR+Y6GRkZ3g6hQLwRn1k+jdR1Rys/27zFs7Jly/L000+zYsUKJk6cyFdffcVff/1Fp06deOihh6hUqRJ//vknw4YNY+TIkRQrVoyuXbs6dswVJr68HUp5PtPS0nj55ZeZNSv3Tv6qVasyfvx42rZtq/TzIc1E9bqEG782N27cSLdu3di8eTMAjRo1Ijo6mlq1apkWnyv2ztpYoW+pjBXy5+kYzfRnlLbRY6YZdlboWyqjev5u9DHTG1qeqE3V+5XqWCF/ujaN1ylq81mn7r2RUs4H+gLrhRCDhRCthBAN83uZE+6NzYEDB2jdujWPP/44+/btIywsjF9++YX58+dbetEOICkpydshFIg34jPLp5G67mhdzzYsLIwuXbpw4sQJ0tPT2bBhA5999hlVqlShWbNm9OvXj9GjR5OTk8PChQs5dOiQS/FdvHiRCRMm0LFjR2bNmoWfnx8DBgxg9+7dyh/qYjaq1yXcuLWZnJzMq6++6nh+3a233spXX33F6tWrC1y0MyI+V+ydtbFC31IZK+TP0zGa6c8obTPHTKPsrNC3VEb1/N2oY6Y3tTxRm6r3K9WxQv50bRqvU9Tms87uuAO4idxn3Q26zudcP/KuiHHu3Dnef/993n//fTIzMyldujRDhgyhe/fu+Pn5eTs8jcYUfH19adKkCcOHDyciIoL77rvPcdCE3W7HZrPRvn17Zs6cybp16zh79qzTPtasWUP37t3ZuXMnAC1atGDChAnceeedhrZFoyks2dnZfPTRRwwcOJBTp05RrFgx3n77bfr370/p0qW9HZ5Go9FoNBqNRqNRDKcW7oQQfYHBQCrwNXAUyDYhLq9yacdgb6AecAvwipTyc6P9SCn5/vvveeuttxy7iV544QU++OADKle+sR4lWL16dW+HUCDeiM8sn0bqXk8rb4HN1TiqVq3Kyy+/TIUKFYDc21urV6+OzWbj4sWLVKlSheDgYHbs2JHvcdzX8pGYmEhUVBRfffUVAHfccQevvfYaffv2vW5MRQnV6xJurNpMSUnh7rvvZseOHQA88sgjTJo0yennZ7gbnyv2ztpYoW+pjBXy5+kYzfRnlLY7Oq7a6tr0LKrn70YaMz05nzXD1hk71fuV6lghf7o2jdcpavNZZ3fcdQYOAPWklKdMiEcVSgM7gdmXXoYTFxfHm2++yfLlywGIjIwkOjqaBx980Ax3XicrK8vbIRSIN+Izy6eRutfSyjskIm/RbuHChbRp0+aK204LG0feol2eZmZmJgDFihXj5MmT7Nq1i5IlS+a7S+5qH5mZmUyYMIHhw4dz9uxZ/P396devH7179+aPP/4oVDxFCdXrEm6M2jx69CjvvPMOc+bMASA4OJgJEybwxBNPuHSrtrvxuWLvrI0V+pbKWCF/no7RTH9Gabuj46qtrk3Ponr+boQx0wxd1WtT9X6lOlbIn65N43WK2nzWqWfcAZWAH2/wRTuklD9JKftJKb8FcozUzsjI4N1336V27dosX76cgIAAoqOj2bJlyw27aAdw+PBhb4dQIN6IzyyfRupeSytvsWHFihXccssttGvXjqVLl7oVhxACu91OYmIiAIcOHXLsRh08eDBVq1YtML5ly5YRGRlJnz59OHv2LO3atWP37t0MGDDAkicxewLV6xKsXZtZWVmMGTOG0NBQ5syZg5+fH0OGDCE2NpbWrVu7/HxFd+Nzxd5ZGyv0LZWxQv48HaOZ/ozSdkfHVVtdm55F9fxZecw0U1f12lS9X6mOFfKna9N4naI2n3V24e4AEGBGIM4ghGgvhJgshFgvhDgthJBCiC+vY1NFCDFDCHFUCJEphEgQQkwQQtzkiZillMybN4+wsDA++OADsrOzee2114iPj8/3tEyNRmUuXLjAZ599xrPPPktycjIAw4YN4/Tp027p2mw2srKyWLhwIe+++y6zZ8+mTZs2dOjQ4Zo2Bw8e5Mknn+TRRx8lPj6esLAwli9fzrfffsvtt9/uVjwajav88ssv1KlTh6ioKM6cOUObNm34/PPPGTx4MP7+/t4OT6PRaDQajUaj0VgEZ1eLPgIGCyEqSSmPmRFQIRkA1AHOAIlAWEEfFkJUB34HKgA/AHuAe4EewKNCiAeklP9+gJZB7Nixg27durFu3ToA7rnnHqKjo7n33nvNcqkcwcHB3g6hQLwRn1k+jdS9ltaqVavo1q0bpUuXZtasWSxcuJDvvvuOadOm8c4777gUx4kTJ+jbty/btm3j0KFDnD9/nlGjRvHuu+/m+/nz58/zww8/MG3aNC5cuEDp0qUZPHgwb775pj7UpZCoXpdgvdo8dOgQb7/9NgsWLACgRo0aTJo0iUcffZSEhASvx+eqvbM2VuhbKmOF/Hk6RjP9GaXtjo6rtro2PYvq+bPamOkpXdVrU/V+pTpWyJ+uTeN1itp81tkdd4uAtcDvQoiXhRC1hRC35fcyIdbLeQsIAcoC/y3E56eSu2j3ppSyjZSyj5SyCTAeCAVGmhFkeno6PXr0oG7duqxbt46goCA+++wz/vjjjyK1aKexLna7/Yrf8059BXjwwQf5+eefef755+nZsydBQUGMHj2a2NhYl3zdfPPN7Ny5k4yMDDp27Mi+ffsci3aXx5F3qEtERAQTJkzgwoULPP/888TFxdG7d2+9aKfxChcuXGDEiBGEh4ezYMECSpYsyahRo9ixYwePPvqot8PTaDQajUaj0Wg0FsXZhbuDwJNAMDAdiLn0t6tfB4wL8d9IKVdLKfdKKeX1Pntpt11zIAGYctXbg4GzwItCiFJGxZeTk8PMmTMJCQlh0qRJSCnp1q0b8fHxvPrqq/j4OJt262PUThOz8EZ8Zvk0Qjdvge7w4cOkpKQwcuRIzp496+i7DRs25Msvv+See+5BSkmDBg149dVXSU9PZ+TIkeTk5BQqjqSkJM6fP+/4ffHixQwdOpQxY8ZQsWJF7HY7UkrHIRjx8fE8/vjjPPnkkyQkJHDHHXewdu1avvzyS2655Ra3213UUL0uwRq1uXjxYmrWrMnAgQM5f/48zzzzDHFxcfTp04fixYu7rGtUfEbYO2tjhb6lMlbIn6djNNOfCrXpqq2uTc+iev6sMGZ6Q1f12lS9X6mOFfKna9N4naI2n3X2VtnZwHUXyxSj8aWfy6WUVxw0IaXMEEL8Ru7CXn1gpbvOLly4wP3338/GjRsBaNCgAdHR0dSpU8ddaY3GdKSUSCkdC3TffPMNzZs3x9fXlyZNmvB///d/AJQuXZrSpUsDuYt8NpuNrl27snLlSubNm0e7du0oX778Nf1kZmYyZcoUZsyYwfDhw3nyyScBCAoKomLFilfoApw5c4aRI0cyduxYLl68SEBAAMOHDyc8PJyGDRualg+NpiD27dtHz549WbJkCQA1a9Zk8uTJNG7c+DqWGo1Go9FoNBqNRlM4nFq4k1K+bFIcZhJ66Wf8Nd7fS+7CXQiXFu6EEKWBOy+97wPcJoS4C0iTUv5dkLO///6bv//+m0qVKjFmzBiee+45l08OvJHI70RQlfBGfGb5dFXXbrdjs9kQQrB+/Xo6d+5MXFwcpUqVIjMz03GASk5OzhW7Rm02G1JKqlSpQvfu3XnllVcYMmQIM2bMcHxGSnlFHfj4+LBp0yZiY2NJSEi4QjMvfh8fH6SUfPPNN7z99tscOXIEgFdffZX33nuPChUqsH//fpfaqslF9boENWvz7NmzjBo1ig8//JCsrCzKli3L0KFD6dq1K8WKFXNZ16j4zLB31sYKfUtlrJA/T8dopj8VatNVW12bnkX1/Kk4Zqqgq3ptqt6vVMcK+dO1abxOUZvPikLcbfrPh4XoCByXUi4zLyTnEEI8BKwG5kgpX8jn/U+A14HXpZSf5fP+SKAf0E9KOeoqzauZld/ipRCiM9D50q/1nnnmGV588UVKlTLs7lvLc/HixQL/QettvBGfWT6d1b18Ue38+fOMGzeOlStXUqNGDdq1a8f27dv56aef6NSpEy+88K8Su0JDSsmIESNYvXo1zz//PK+++uo1/e7bt48zZ85w11135Rv/wYMHmTRpEjExMQCEhobSo0cPwsPDXWrrmTNnHLsENbmoXpegVm1KKVm3bh1Tp051nKb8yCOP0Llz5wJ3mF5P16j4zLR31kbXpnvo2vSsPxVq01Vbs2pT12X+qF6bKo2ZKumqXpt6zHQP1esSdG2aoaPafLZx48ZbpJT/cSogZ8i7Na4wLyAbGO+Mjdkv4CFyb9/98hrvf3Lp/deu8f7IS+/3NSKe4OBgqfk3q1ev9nYIBeKN+Mzy6aru1KlTpb+/vwwKCpJ9+/aVW7ZskatXr5YrV66UNptN9u7dW+bk5MicnJx87bOzs6WUUm7cuFFWqVJFlihRQsbGxkoppYyJiZHTpk2T27dvz9fWbrc7/nvRokWyZ8+e0mazSUAGBgbKTz/99IrPuNJW1fugN7BCTlSpzV27dsmmTZvKS+OFrFu3rvztt9/c1jUqPrPtnbXRtekeVsiJp2M0058KtemqrVm1aYU+6A1Uz4sqY6ZquqrXph4z3cMKOdG1abyOavNZYLM0cd3L2VMSjuH8gRbe5tSln+Wu8X7e39ONcKZPtNRYkaVLlzJmzBgefvhhZs+eTf/+/bn77ruB3P+zl5OTw7Zt2xBCXPPW77zn0d1777106dKFzMxMoqKi+Oijj3jllVf473//y59//nnFybR5+Pj4kJOTw6xZs+jYsSMTJkxASknXrl2Jj4/ntddeK5KHumi8z+nTp+nduzd16tRh5cqVlC9fnmnTprFp0ybuv/9+b4en0Wg0Go1Go9FobnCcPZxiKdBYCOEjrzroQWHiLv0Mucb7NS79vNYz8DQGULlyZW+HUCDeiM8sn67oNmnShM8//5xq1apRpUoVIPeZd5UrV+auu+6ifPny7Ny5k/3791O9evVr6uQ9J69Lly7MnTuXn376iZ9++omAgACmTJlyzVtnt27dSrdu3diwYQMADzzwANHR0f+6jdaItmr+wQr581ZtSimZM2cOUVFRHDt2DCEEXbp0YeTIkQQGBrqsa1R8nrZ31sYKfUtlrJA/T8dopj8VatNVW12bnkX1/BX1+awZWp6o3AKAFgAAIABJREFUTdX7lepYIX+6No3XKWrzWWe3sPQHygDThRBBJsRjBnnPqmsuhLiivUKIMsADwDngD08HVpQoU6aMt0MoEG/EZ5bPa+nmt9MtDz8/Px588EHHop2UEpvNRunSpfHx8aFu3boIIa67o9RmsxEbG8v06dM5dOgQAJ07dyYxMZH//ve//4ojNTWV//73v/znP/9hw4YNVKpUiUmTJrF+/frrLtoV1FZN4bBC/rwR46FDh2jYsCEvvvgix44do379+mzatIlp06a5vGgHxrXFXR1X7J21sULfUhkr5M/TMZrpT4XadNVW16ZnUT1/RWE+62ktT9Sm6v1KdayQP12bxusUtfmsswt388i99bQjcFgIsVsIsVoIseqq10rjQ3UNKeV+YDkQDHS96u2hQCngCynlWQ+HVqSIj1d7Q6M34jPL59W6eQtlPj4+HD9+nJMnT17x9/zIux127969lClTBj8/P5KSkti6dStA3vMh/8XevXtp27Yt/fr1o1KlSmzYsIFp06ZRsmRJsrOzHXHY7XY+/vhjQkJCmDZtGjabjbfffpu4uDhq165d6JOYVe9XqmOF/HkyxpMnT9KtWzcee+wxfv31VypUqMDMmTP57bffqFevntv6RrXFXR1X7J21sULfUhkr5M/TMZrpT4XadNVW16ZnUT1/N/J81ltanqhN1fuV6lghf7o2jdcpavNZZ2+Vfeiy/y4OhF56XU3hj6p1ASFEG6DNpV8rXfr5f0KIzy/9d4qUsvdlJv8DfgcmCSGaAruB+4DG5N4i29+AmFoBrYKCgjh+/DipqamOUwdDQkLIyMggKSkJgOrVq5OVlcXhw4cBCA4OBiAhIQHIPXbYz8+P/fv3A7lbNMuUKePoOBUqVCAwMJDdu3cDEBgYSMWKFYmLi8NutxMQEEDlypXZv38/WVlZlClThipVqpCQkMD58+fx9/cnODiYxMREMjIy8PPzo3r16iQlJZGeno7NZiM0NNTRDoDw8HC32nTkyBEOHz6sbJtiYmI8fp327dtHeHi44W1KSEhgzZo1/7pOM2bMYNGiRXTs2JEnn3yyUG1KSEggJCSEatWqAfDbb79Rv379Aq9TQEAAr7/+OuHh4fj6+pKUlERCQgKZmZn4+/uTkpJC79692bNnDwANGjSgZ8+eBAYGsm3bNk6ePMmOHTsK1fdiYmIKfZ3yTqdVre+5Uk9GfUfs3LkTQOk25V03M69TWloay5YtY/r06aSmpuLj40O7du147733yM7OZt26dYa06e+//+bo0aNu973Y2FgAw78jCmpT3nUobN/L+3xh2pSWlsbGjRuV63ve/I5IS0sjNjZW6TalpaWxZcuWG2IeERMTY0jfS0lJIS4uzqXrFBMT41Kb0tLS+P333wvd99LS0oiJiblum/JqWMW+583vCFevk6falHfdPHmdYmJiTGmTO/V0dZtiYmI8PubGxMQUuu/lXbfCtCklJcUxhqvU97z5HWGFeURaWprjunnqOrky3zO7noycR7jyHZGcnOzISWH63smTJ1m/fn2h2mQ6Zp58YdYLGMKlk/2u8UrIx6YqMBNIArKAQ8AE4CYjYwsJCbnOeSNFk127dnk7hALxRnxm+bxaNz4+XrZv314KIaQQQt53331y8+bNUkqZ70mt+WnNmDFDCiFk7969pZT/nCB7ORcvXrzivV27djn+JqWUx44dky+//LKjTqtWrSrnz5//r1NqncmLM5+1wolTnkb1upTS/Bg3btwo77nnHke/bNSokVy4cKEpvoxqi7s6rtg7a6Nr0z10bXrWnwq16aqtWbWp6zJ/VK/NG3k+6y0tT9SmHjPdQ/W6lFLXphk6qs1nMflUWWd33CmBlHIIuYt3ztgcBl4xIx7N9XHnuVCewBvxmeXzct29e/fSv39/FixYwBNPPEFQUBAzZsxgxowZREZGUqxYMaSU17w1tXz58gDUrFkTgFWrVpGVlZXvs+58fXO/Tmw2G1JKypcvj6+vL9nZ2UyZMoVBgwZx+vRp/Pz8iIqKom/fvpQqVarA+J1pq8Z5rJA/s2I8ceIEffv2Zfr06QDccsstjB07lmeeecbxf/KMxqi2uKvjir2zNlboWypjhfx5OkYz/alQm67a6tr0LKrn70adz3pTyxO1qXq/Uh0r5E/XpvE6RW0+6+wz7jQal8jbcqoq3ojPLJ+X6x49epQVK1YQFRXF999/z/Dhw4mIiOCbb77hhx9+ACjweXJ5t7PeeeedhIWFkZOTw6lTp675jLs8hBDs2bOHNWvWULduXXr27Mnp06d5/PHH2bVrFyNGjMh30e7q+J1pq8Z5rJA/o2PMzs4mOjqakJAQpk+fTrFixXj33XeJi4ujQ4cOCCE8Upve1HHF3lkbK/QtlbFC/jwdo5n+VKhNV211bXoW1fN3o85nvanlidpUvV+pjhXyp2vTeJ2iNp91aeFOCNFBCLFCCJEqhMgWQqQJIX4RQnQwOkCNRuM6jRo1Yv78+QwaNAiAm266iV69epGamspnn33meAZAQQdVANjtdkqWLMm2bds4c+bMdQ+PSExMZPjw4TRu3JidO3dyxx13sGjRIpYsWcKdd95pTOM0GidZv3499erVo3v37qSnp9O8eXN27NjB6NGjKV26tLfD02g0Go1Go9FoNJp/4dTCncjlC2AO0AQoC5wAygBNgTlCiDmGR6mxPCptM80PK25fvtZiW55u3q64pk2bOna3lShRgieeeII2bdqwfPly5szJLVcfn/y/CvK0br75ZkJCQgD4888/rxlTVlYW77//PmFhYaxatQp/f3+GDx/Orl27aNmyZaHapW8t8BxWyJ8RMR49epQXXniBhg0bsn37dm6//XYWLlzI0qVLCQ399/lK+tYC922s0LdUxgr507fKGqujb5W1Bqrnz4rzWU/oql6bqvcr1bFC/nRtGq9T1Oazzu646wI8D2wFmgElpJSVgRKXft8CdBBCvGFolBrLU7FiRW+HUCDeiM8dn1JKx2Lb9OnT2bFjB5C7My5P9+pdcXkLeUFBQbz11luUL1+eWbNm8fvvvwP5LwRWrFjR8ffIyEgGDBjAM888k29My5Yto3bt2vTp04ezZ8/SsmVLdu/ezYABAyhRokSh2+ZMXlTvV6pjhfy5E2NWVhZjxowhNDSUOXPmULx4cQYPHkxsbCxt2rS55s5Rs/JilK67Oq7YO2tjhb6lMlbIn6djNNOfCrXpqq2uTc+iev6sNp/1lK7qtal6v1IdK+RP16bxOkVtPuvs4RSdgASgoZTSceatlNIOrBJCNAJ2Aq8C04wK0goIIVoBrYKCghzHFqt0TLa3j/4+duwYDzzwgLJt2r59O+3bt/fodTpw4AAtWrRwuU2JiYlMmTKFjRs3cvfddzNmzBjCw8NZtmwZt912W4HX6dy5czz++ON8+eWXTJw4kdOnT1OiRIl/tenIkSM0btyY+Ph47r77bqpUqcLx48fZtWsXPj4+BAYGkpmZSa9evVi/fj2Q+zy8rl274uPjQ0pKCiVKlHDqOp08eZJq1aoVqu9t376dJ598slDXKSYmRsm+583viAULFhAREaF0m7799lsiIyOdvk6xsbFMmDCBvXv3AtCwYUM+/PBDbDYbf/75Z4FtWr16NZGRkYa36fJ6cqfvff/994SGhrp8nZYvX07VqlWdatOPP/5IZGRkofve119/TWRkZKHalJaWxsaNG5Xre978jjh16hQ1atRQuk3Hjh2jSpUqN8Q8YuPGjdx3331u972TJ08SERHh0nXavn07jzzyiNNtOnToEDfffHOh+96JEye4/fbbr9umvDFTxb7nze8IV6+Tp9q0bNkyIiMjPXqdNm/ezAMPPGB4m9ypp6vbtH37dpo1a+bRMXf79u0888wzhep7S5YsITIyslBtSklJYc2aNcr1PW9+RyQmJlKpUiWl27R3717KlSvn0evkynzP7Hoych7hynfEX3/9RVBQUKH73sGDB7npppsK1SbTceYIWuAMMPY6nxkLnDHzKFyVXyEhIVefDKyR6h9d7o343PG5dOlSWbduXSmEkAEBAVIIIefOnSullHLFihWF0ti3b5+sV6+eLFu2rJw9e7aUUkq73S5Xrlwpjx49ek2tnJwcKaWU586dk0OHDpUlSpSQgCxdurT84IMPZGZmplvtc8bOrM8WFayQE2djPHTokGzXrp0EJCBr1Kghf/rpJ1N9elrXXR1X7J210bXpHlbIiadjNNOfCrXpiTHTmc9boQ96A9XzYrX5rKd0Va9NPWa6hxVyomvTeB3V5rPAZmniOpOzt8pKoOCn0l//fU0RJCAgwNshFIg34nPVZ3x8PCNGjCAmJoaPPvqIL7/8EoCBAwdy6tQpAgMDr3vYBMDtt99Or169OHPmDJ9//jnLly9n2LBhtG3blq5duwLXvq//xx9/pGbNmgwePJgLFy7w3HPPsWfPHqKiovDz83Orfc7Yqd6vVMcK+StsjBcuXGDkyJGEhYWxYMECSpYsyahRo9ixYwePPfaYKT6dxShdd3VcsXfWxgp9S2WskD9Px2imPxVq0xNjpjt+NLmonj8rzWc9qat6barer1THCvnTtWm8TlGbzzp7q+xuoK0Qor+87FbZPIQQ/kAbINaI4DQ3DpUrV/Z2CAXijfhc9ZmTk8Mdd9xB165d6dAh9yDnNm3a8P333zNixAh69+593VNfc3Jy8PX15ZlnnuGHH35g4cKF7Ny5kxMnTlCvXj0GDBiQb4x79+6lR48e/PzzzwDUrl2b6OhoGjZsaFj7nLFTvV+pjhXyV5gYlyxZQo8ePRzb+Z955hk+/PBDx+0BZvj0pq67Oq7YO2tjhb6lMlbIn6djNNOfCrXpiTHTHT+aXFTPn5Xms57UVb02Ve9XqmOF/OnaNF6nqM1nnd1xNwO4DVgnhGgqhPAFEELYhBCNgdXA7Zc+p9E4yPsHtap4Iz5XfYaFhTF69GieeuopsrOzAZg8eTJCCMaNG8eiRYsQQmC326+pkXewxbp16zh16hTZ2dmcP3+eqVOnsmnTJu6++26klI4Yz549S79+/ahVqxY///wz5cqVY9KkSWzdujXfRTt32ueMner9SnWskL+CYty/fz+tWrWiZcuW7N+/n4iICFatWsVXX33l8qLd9Xy6g1G67uq4Yu+sjRX6lspYIX+ejtFMfyrUpifGTHf8aHJRPX9Wms96Ulf12lS9X6mOFfKna9N4naI2n3V24e5jYB5QD1gOnBdCHAcuACuAe4H5UsoidTCF5vpkZWV5O4QC8UZ87visXLkyNpsNX19f7HY7t956K6NHj0ZKyccffwyAzWZznCR7NadPn2bMmDE888wzLF++nI4dO3LkyBHeeCP3QOjs7GyEEGRmZvL1118TFhbGqFGjyMrKolOnTsTHx9O9e3d8fa+9adfV9jljp3q/Uh0r5C+/GM+dO8fAgQOJiIhg8eLFlC1blvHjxxMTE0Pjxo1N8WkERum6q+OKvbM2VuhbKmOF/Hk6RjP9qVCbnhgz3fGjyUX1/FltPuspXdVrU/V+pTpWyJ+uTeN1itp81qmFu0vP3XseeB5YBZwCyl/6uQp4XkrZwfAoNZanTJky3g6hQLwRn1E+83bPRUVFERERwZYtW/jss8+A3Fti83ve3fnz5/nrr7+46aabWLNmDZ9//jllypRx7ODz9fVl586dREVF0aFDBxITE6lXrx5//PEH06dPp0KFCqa1zxk71fuV6lghf5fHKKVkwYIFhIeHM2LECLKysnjppZeIi4ujZ8+eFCtWzHCfRmKUrrs6rtg7a2OFvqUyVsifp2M0058KtemJMdMdP5pcVM+fleezZuqqXpuq9yvVsUL+dG0ar1PU5rMFLtwJISKFEP/6F7qUcp6U8mEpZZCUstilnw9LKeeZF6rGylSpUsXbIRSIN+IzyqcQwrHgNmXKFACGDh3K0aNHsdlsjoW9y6lYsSLDhg0jLi6Ohg0bIqXEbrfj6+vLqVOn6NWrF3fddRdbtmwhMDCQTz75hI0bN3LfffeZ3j5n7FTvV6pjhfzlxbh7926aN29O+/bt+fvvv7nrrrv49ddf+fzzz6lUqZIpPo3GKF13dVyxd9bGCn1LZayQP0/HaKY/FWrTE2OmO340uaiePyvPZ83UVb02Ve9XqmOF/OnaNF6nqM1nr3c4xV/AUGAYgBBiFfC5lHK22YFZDSFEK6BVUFAQx48fJzU1leTkZABCQkLIyMggKSkJgOrVq5OVlcXhw4cBCA4OBiAhIQGAqlWr4ufn57inunLlypQpU4b4+HgAKlSoQGBgILt37wZyT/6sWLEicXFx2O12AgICqFy5Mvv37ycrK4syZcpQpUoVEhISOH/+PP7+/gQHB5OYmEhGRgZ+fn5Ur16dpKQk0tPTsdlshIaGOtoBEB4e7labUlNTuffee5VtU2xsLG3atPHodTp8+DDNmzc3rE1SSiIiImjQoAG//vor3bp1Izo6mri4OL744gvCwsJ49tlnyczMJDExEci9nTY7O5vExERycnLYunUrH3zwASdOnMDHx4fmzZszbtw4Tpw4wfr16526TjExMdx3331Ot+nMmTNUqVKlUH0vNjaWVq1aFeo6xcTEKNn3vPkd8eOPP1KjRg2l2zRv3jz+/PNPvvvuO7KzsylTpgyvvvoqL730Erfccgvr1683/DqtX7+eiIgIw9uUnJxMgwYN3O57ixcvpnr16i5fp9WrVzsWOwvbpp9++omIiIhC970FCxYQERFRqDalpaWxceNG5fqeN78jzp07R3BwsNJtSk1NpWLFijfEPGLLli3Uq1fP7b535swZatSo4dJ1io2NpWnTpk636ejRowQEBBS676Wnp3PLLbdct015Y6aKfc+b3xGuXidPtWnlypVERER49Dq5Ot8zs56ublNsbCwPPfSQR8fc2NhY2rVrV6i+t2zZMiIiIgrVppSUFNasWaNc3/Pmd8Tx48cJDAxUuk0JCQmULFnSo9fJlfme2fVk5DzCle+IXbt2UbZs2UL3vcTEREqXLl2oNpmOlPKaL+AiMPSy33OAQQXZFPVXSEiI1Pyb1atXezuEAvFGfEb7zM7OllJKuWjRIlmyZEkphJDDhg2TrVu3lkII2axZM5mVlZWv7datW+X9998vAQnI+++/X27dutWtGF21dcbOrM8WFVTOSU5Ojvzyyy9lYGCgBKQQQnbu3FmeOHHCdN9m5cUoXXd1XLF31kbXpntYISeejtFMfyrUpifGTGc+b4U+6A1Uz8uNMJ81Q1f12tRjpntYISe6No3XUW0+C2yWJq4zXe8Zd4nAXeYtG2qKCv7+/t4OoUC8Ed/VPvN7Fp28xuES+WGz2QC4+eab6dGjBwCDBw/mxx9/ZMCAAfzyyy//egZYWloa//vf/6hXrx6///47FStWZPbs2fz666/UrVvXrby4auuMner9SnVUzd+2bdto2LAhL7zwAqmpqdx33338+eeffPzxxwQFBZnu36y8GKXrro4r9s7aqNq3rIIV8ufpGM30p0JtemLMdMePJhfV86fCfFZFXdVrU/V+pTpWyJ+uTeN1itp89nq3yi4CugkhdgNJl/72shDioevYSSllU3eD09w45G1VVRVvxHe1z7xn0c2bNw9/f3/atGmDEMIpzSNHjrBixQoWL14MQIsWLZg8ebLDV3Z2tuMk2unTp9OvXz9SU1Ox2Wz06NGDwYMHO7YP5xejO+0zw071fqU6quXv5MmTDBo0iKlTp5KTk8PNN99Mv379ePPNN/N9VqNZmJUXo3Td1XHF3lkb1fqW1bBC/jwdo5n+VKhNT4yZ7vjR5KJ6/lSYz6qoq3ptqt6vVMcK+dO1abxOUZvPXu9fQv2BT4DSQCNyb6MLBh4qxEujcZD3TDVV8UZ8V/uUUvLJJ5/w/PPPM378eI4ePeqU3tmzZxk7diwDBw4kNTWVb775hkWLFhEcHIzdbkdKia+vL3/88Qf33XcfXbp0ITU1lSZNmrBt2zbGjh17xaJdfjG60z4z7FTvV6qjSv5ycnKYPn06ISEhREdHI4SgR48exMfH8+CDD3p00Q7My4tRuu7quGLvrI0qfcuqWCF/no7RTH8q1KYnxkx3/GhyUT1/KsxnVdRVvTZV71eqY4X86do0XqeozWcL3HEnpcwA3sj7XQiRAwyRUg4zOzDNjUVGRoa3QygQM+OTUjp2ztntdsctrZf7zPtMZGQkbdu2pVmzZk7fEli8eHHq1KlD27ZtmT9//r98Jicn06dPH2bOnAnknpIzbtw42rdvf82dfe7kxVVbZ+xU71eqo0L+Nm3aRNeuXdm0aRMADRs2ZPLkyURGRgLeidEsn0bpuqvjir2zNir0LStjhfx5OkYz/alQm54YM93xo8lF9fzpMdN4LT2fVR8r5E/XpvE6RW0+6+w2hrVAgglxaG5w/Pz8vB1CgRgd35EjR2jQoAFr165FCEFWVtYVi3ZxcXGcO3fOcQKN3W4HoH79+kyfPp033njD6Zh8fX154YUX6NWrF0IIsrOzgdxFwUmTJhESEsLMmTPx8/OjX79+7Nmzh6eeeqrA23HdyYurts7Yqd6vVMeb+Ttx4gSvv/469913H5s2beKWW25h7ty5rFmzxrFo560YzfJplK67Oq7YO2uja9M9rJA/T8dopj8VatMTY6Y7fjS5qJ4/PWYar6Xns+pjhfzp2jRep6jNZ6/3jLurSQACTYhDc4NTvXp1b4dQIEbHt379en7//Xd69uzJX3/95Sj6hIQEevbsye+//065cuWoUaMGH3/8MVWrVnXYlitXzmW/NpuN6tWrk5OTg6+vL2vXrqV79+7s2LEDgMcee4yJEydSo0aNQum5kxdXbZ2xU71fqY438pednc3HH3/MgAEDSE9Pp1ixYrz11lsMGDCAMmXKKBGjWT6N0nVXxxV7Z210bbqHFfLn6RjN9KdCbXpizHTHjyYX1fOnx0zjtfR8Vn2skD9dm8brFLX5rLM77p4FKpgRiObGJikp6fof8iJGxZd3CmyHDh147bXXHM+OA1ixYgWNGjVi8+bN1KxZk2LFirF06VI6dOjgWFgzgqSkJJKSknjuued46KGH2LFjB9WqVePHH39kyZIlhV60y9NyJw6z7VTvV6rj6fz9+uuv/Oc//6Fbt26kp6fz8MMPs337dt5///18F+28EaOZPo3SdVfHFXtnbXRtuocV8ufpGM30p0JtemLMdMePJhfV86fHTOO19HxWfayQP12bxusUtfmsKzvu9MJdPgghWgGtgoKCOH78OKmpqSQnJwMQEhJCRkaG48JXr16drKwsDh8+DPxzWklCQgIAVatWxc/Pj/379wNQuXJlypQpQ3x8PAAVKlQgMDCQ3bt3AxAYGEjFihWJi4vDbrcTEBBA5cqV2b9/P1lZWZQpU4YqVaqQkJDA+fPn8ff3Jzg4mMTERDIyMvDz86N69eokJSWRnp6OzWYjNDTU0Q6A8PBwt9p05MgRAgMDlW1TTEwMFSpUcPo6+fr6cvDgwSvatHv3bmw2G48++ig///wzffv2pXbt2o7TYl9//XXq1atHfHw8u3fvZsqUKQwYMIDu3btTu3btf7Xp8OHDpKSkULZsWe644w6OHTt2zTZVr16d9957j0WLFnHhwgVKlChB586defzxxylevDiJiYlO9b2///6bChUquHSd/vzzT+x2u9PXKSUlBZvNVqi+FxMTQ2BgYKHaFBMTo2Tf8+Z3xK+//kp6errpbUpNTWXOnDksXLgQgIoVKzJ06FCaN2/OoUOHOHbs2DXbtGbNGtLT0z16nfJ8Gn2d3Kmny9v0+++/k56e7vJ1iomJIT093ak25eWksH0v7/OFaVNaWhobN260fD0Z+R2RlpaGn5+f0m06cuQIdrv9hphHbNiwgczMTLf7XkpKCv7+/i5dp5iYGPz9/Z1u04EDBzh37lyh+96xY8cArtumvDFTxb7nze8IV6+Tp9qU993ryevk6nzPzHq6uk0xMTH4+fl5dMyNiYmhcuXKhep7edetMG1KSUlhzZo1yvU9b35HHDp0iMzMTKXbdODAAcfcy1PXyZX5ntn1ZOQ8wpXviPj4eEdOCtP3Dh48SEZGRqHaZDpSykK/gEHAUeAmZ+yK0iskJERq/s26deu8HUKBGBVfVlbWFb+PHj1aCiFk/fr1ZaNGjeQvv/xyhc9Dhw7JZ599VpYqVUp+/fXX0m63X2GflJQke/fuLUeMGCHPnz9foO9ly5bJkJAQSe7pz7Jt27by4MGDbrXHnby4auuMnTOfXb16tQvR3NiYXZdZWVlyzJgxskyZMhKQxYsXl4MGDZJnz54ttIY3vjvM8mmUrrs6rtg7a6Nr0z1UHzOl9HyMZvpToTY9MWY683ldl/mjem3qMdN4LT2fVR/V61JKXZtm6Kg2nwU2SxPXmZy9VXYUsBlYLYRoKYSoaOAaouYGJjQ01NshFIir8a1Zs4Z77rnH8X8jihUrBsDatWsBeO2112jcuDF//vknsbGxVKtWDcg9jCI0NJTbbruN119/nYCAAKZOncrevXuv0P/jjz8YO3Ys0dHRjp19V5OQkEDbtm155JFHiI+P584772TZsmUsWLDA8X8aXMWd6+aqrTN2qvcr1TEzfytWrKBOnTr07t2bjIwMnnjiCWJjYxk6dCglS5ZUIkZP+zRK110dV+ydtdG16R5WyJ+nYzTTnwq16Ykx0x0/mlxUz58eM43X0vNZ9bFC/nRtGq9T1Oazzi7cXQBaAJHAD8BRIYQ9n1e24ZFqLM3x48e9HUKBFDa+ixcvXvH7mjVr2LJlCxMnTnT8HhISQvv27Tl06BCBgYF069aNoKAgAPz9/QHw8fFx3K5yzz330KVLF9atW8d3333H2bNnHfr169dn2LBhzJ8/n/Dw8Ct8nz9/nmHDhhEeHs7ChQspVaoUH3zwAV9//TXN4udbAAAgAElEQVTNmzd3LRFX4c51c9XWGTvV+5XqmJG/v//+m6eeeoqHH36Y3bt3c+edd7JkyRJ++OEH7rjjDiVi9JZPo3Td1XHF3lkbXZvuYYX8eTpGM/2pUJueGDPd8aPJRfX86THTeC09n1UfK+RP16bxOkVtPuvswt16YB2w9tLPa73WGxij5gYg7950VSlMfFOnTqV169bs27fP8bcuXbrQvn17oqOjadq0KU2aNCEgIIBRo0Y5Hrb/5JNP0q5dO1JSUpg6dSoAOTk5pKWlAVC6dGnat29PgwYN+Oyzz9i8ebNDv1KlSgwYMIAGDRo4Dr6QUvLjjz9Ss2ZNBg8ezIULF3juueeIi4sjKiqK06dPezQvRts6Y6d6v1IdI/N34cIFRo4cSVhYGN9++y0lS5bkvffeY+fOnTz++ONKxOhtn0bpuqvjir2zNro23cMK+fN0jGb6U6E2PTFmuuNHk4vq+dNjpvFaej6rPlbIn65N43WK2nzWqcMppJQPmRSHRqM8mzZtYunSpXzzzTf069cPyH2oZbFixfDz82P9+vVERUXx/PPPExkZCeTeEmuz2XjzzTdZuXIl7733Hp07d+a2227Dbrc7tENDQ+natSvPPvssEydOJDIykptuusnxvpQSIQR79+6lR48e/PzzzwDUrl2byZMn06hRIw9mQqO5kiVLltCjRw/HLeNPP/00Y8aMoWrVql6OTKPRaDQajUaj0WisjbM77jQal7j6Nk/VKEx8o0ePplq1akyfPp1169YBEBcXx7x587j11lvJzs4mICDAsWiXk5ODzWYDICwsjO7duwPwxhtvAFCrVi2Hto+PDw0bNiQqKorOnTtfsWgHcO7cOfr160etWrX4+eefKVeuHJMmTWLr1q3/WrQzMtfuaLlq64yd6v1KddzN3/79+2nVqhUtW7Zk//79REREsHLlSr7++mvDFu28cY3N8mmUrrs6rtg7a6Nr0z2skD9Px2imPxVq0xNjpjt+NLmonj89Zhqvpeez6mOF/OnaNF6nqM1nXV64E0KUEkLUFUI8aGRAmhsTlbaZ5sf14rPb7VSsWJH+/ftz8OBBZs6cycmTJwkNDWXjxo1MnDiROnXq8OGHHzoOmPDxyS2vnJwcADp16sRjjz3G0qVLWbhwIampqWRn//M4yMqVK/P+++/z6KOPOv4mpWT+/PmEhYUxatQosrKyeOWVV4iPj6d79+74+v5706y+tUBTWFzN37lz5xg4cCA1a9Zk8eLFlClThnHjxhETE0OTJk2UiFFFn/rWAk1hsUL+9K2yxuroW2Wtger502Om8Vp6Pqs+Vsifrk3jdYrafNbphTshRBUhxALgJJdOmL3svQZCiFghxEPGhai5EUhOTvZ2CAVyrfiklI7bXSF38e3JJ59k/vz5fPvtt0Du4RItW7akU6dOnDp1iiFDhlyh4ePjg91up2TJkvTq1YuAgAB69uzJ8ePH8fX1dTy77nKfALGxsTRr1oynn36axMRE6tWrx4YNG5gxYwYVKlRwui2u4I6Wq7bO2Kner4wkbwHYSJzNn5SS7777jvDwcEaMGEFmZiYdO3YkPj6et956y3GqsjdjVNmnUbru6rhi76xNUapNM7BC/jwdo5n+VKhNT4yZ7vjR5KJ6/vSYabyWns+qjxXyp2vTeJ2iNp91auFOCFEZ2Ai0BhYDGwBx2Uc2AhWAZ4wKUKPxFPktoAkhsNlsxMfHM3jwYD788EOqVavGuXPnmD9/Pnv27HF8/umnn6Z169bMmzePxYsXA/8stuQt/DVt2pSOHTty+PBhvvjiCwCEEFf4zcjI4O2336ZOnTqsWrWK8uXL8/HHH7Nx40bq169vWvs1apL3LMS8HZwXLlzwShx79uzhkUceoV27dvz999/cdddd/Prrr8yaNYtKlSp5JSaNRqPRaDQajUajudFxdsfdYHIX5h6WUrYFfrn8TSnlRXJPlH3AmPA0NwohISHeDuGabN++nZCQkH8toOX9PmrUKGrVqsW3337L9OnTHae+/j975x0eRdX98c8kJNRAMCEhSIkEUwhNioCAgHQQRRCQ8krvSJciHaRJU4rSRJEiSA+IgobeCRKIkCIlkEAIpEECgSS78/sjvx0JRbK7s5tZcj/Pk+d9yc753nvPnLP35nhn7vHjx5XiG4C7uzu9e/fG3d2dcePGkZSUpBRbbt68ycWLFwEYOHAgc+bMeWZnnizLrF27Fm9vbxYsWIBOp2PAgAFERETQt29fpfj3MtT0tTlaptoaY6fluDKGJw8qefr3hvt+7Ngxhg4dysKFC7lx44Yq7WbHf8nJyYwePZqKFSvyxx9/ULRoUb799luCgoKoU8fyX/U5cY8t1aZauubqmGJvrM2rkps5hS34z9p9tGR7WshNa8yZ5rQjyETr/hNzpvpaYj2rfWzBfyI31dfJbetZo06VBVoCAbIsH/iPa24Aue69d5IktQZau7q6EhsbS3x8vLK10tvbm+TkZGJiYgDw8vIiLS2NqKgoADw9PQGIjIwEoFSpUjg6OionNHp4eODk5ERERAQAbm5uuLi4EBoaCoCLiwvu7u6Eh4ej0+lwdnbGw8ODK1eukJaWhpOTEyVLliQyMpLU1FTy58+Pp6cn0dHRJCcn4+joiJeXFzExMSQlJWFvb4+Pj48yDsh8MaM5Y0pPT0en02luTEOHDuWXX35h+PDhjBw58pkxbd++ncmTJ1OxYkXGjBlDtWrVuHHjBps3b2br1q389NNPODs7U6NGDTw8PKhcuTINGzZk48aNjB07lp49e3Lw4EH27NnD5cuXCQwM5M6dO9SoUYO//vqLPHnyEBkZycWLF1m6dCnnz58HwN/fn88//5zmzZsTGRlJSEhItsd07tw5xa/mxl5qaiqASffp8uXL+Pv7G32f7O3tiY+Pz1bs3bhxg4YNG2ZrTMHBwZqKveeN6dKlSxQtWpSyZcuSnp5OVFQUSUlJrFq1ioMHD5InTx7KlStHtWrVkCTJ7Hw6dOiQYvv0mMqUKcP333/PwoULiY+PR5Ik2rVrx//+9z9ee+014uPjVf2OeNH33p9//knp0qWtep/OnTtH6dKlVR+TOfn05JiOHj2Km5ubybFnynfE4cOHKV26dLbnJ8N9y86YEhISOHXqVI7NT1qccx0cHEhKStL0mDIyMoiJiXkl1hHh4eH4+PiYHXt2dnYm36cbN25Qs2ZNo8f04MEDIiMjsx17sixz586dl47JMGdqMfZy8jvC1PtkrTGdOnWK0qVLW/U+mbres2Q+PT2mGzduUL16davOuTdu3KBZs2bZir1jx45RunTpbI0pLi6OgwcPai72cvI74tGjR0RFRWl6TImJicq/rXWf1PybUK18UnMdYcp3RFRUlOKT7MRecnIyV65cydaYLI4sy9n+AR4Ds5/492RA99Q184BUY3RfpR9vb29Z8CwHDhzI6S5kQa/Xy7Isy0uXLpUdHR3lUaNGZfk8IyNDzsjIkFu2bCkXLFhQvnDhQpbPU1NT5RUrVsiSJMkdO3aU4+Pjlc8uXbokt2rVSpYkSS5RooRcpEgRuVChQvI333yTpe39+/fL8fHx8oABA2Q7OzsZkN3d3eU1a9bIOp3O5LGp6WtztEy1NcbOUtdam+vXr8tlypSRV65cKctyZvzJcmafvby85Ndff10eN26cfPToUVXbfZFPzp8/L9erV08GZECuWbOmfObMGVXbzi45cd8s1aZauubqmGJvrM2rkps5hS34xNp9tGR7WshNa8yZxlxvCzGYE2jdL2LOVF9LrGe1jy34ROSm+jpaW88CQbIF60zG7rhLAEq95Bpv4LaRugJBjjBw4EAaN27MrVu3lN/p9Xrl8cTo6Gjc3NwoWbIkOp0OOzs7JEkiX758fPrpp2zfvp2AgADq16/PgAEDgMz/GjBv3jz8/f0JCQnB39+fSZMm4eTkBGQ+gqvT6di9ezft27cnPj4ee3t7RowYwaRJkyhSpIj1HSHIceLj47l06RLw7zsRV6xYwf3791m4cCEffvghhQoVsmgfEhMTmTRpEt9++y16vZ5ixYoxe/Zsunfvrjz2LRAIBAKBQCAQCAQC62HsX2LHgA8kSXrum8glSXoTaM4TJ80KBJC5dVVLPPk+O29vb+Lj46lfvz5Xr15VToG9ffu28timnZ0d9vb2WQ6wcHR0pG3btqSnp7Nx40blsRJZlvH19WXOnDls2rSJuXPn4uTkREZGBoByyMSCBQuIj4+nYcOGnD9/nvnz56tStFPT1+ZomWprjJ3W4spUChQoQIUKFQgMDCQxMRHIjJONGzdSv359unTpQqFChUhPTwcgJCSE/fv3m/2uO4P/9Ho933//Pd7e3ixZsgSAzz77jPDwcHr27JmjRbucuMeWalMtXXN1TLE31uZVyc2cwhb8Z+0+WrI9LeSmNeZMc9oRZKJ1/4k5U30tsZ7VPrbgP5Gb6uvktvWssX+NzQXyAYckSWoBFACQJKng//97F6AH5qvaS4HNk5aWltNdUHjeQQD79u3jyJEjzJgxA8jc8VS8eHF8fX1JTk5m2bJlwL8FP71ejyRJODk5odPp+Pvvv1m7di06nQ5JkpQCn2GXnV6vJyEhgV69elGrVi2CgoIoXrw4mzZtIjAwEH9/f9XGp6avzdEy1dYYOy3FlanIsoyrqyvVqlXj1q1b3Lx5E8icKFxcXLh8+TIHDx4kICCAhQsXUq9ePSpXrswHH3xA7dq1+fHHH4F/TzA2hrS0NM6cOUPt2rXp3bs3cXFx1KtXj3PnzrFo0SKKFi2q5lBNIifusaXaVEvXXB1T7I21eRVyMyexBf9Zu4+WbE8LuWmNOdOcdgSZaN1/Ys5UX0usZ7WPLfhP5Kb6OrltPWtU4U6W5VNAP8AT2A2M+v+P7v//v98AesmyfFHFPgpeAQwvidQChscQd+/eze3bmU91t2vXjmrVqvHjjz+yZ88e5dqRI0cCsHz5csLCwpAkibS0NGUH0qNHj3j77bcBWLx4sXK4xJM7+jIyMli6dCne3t6sXr0aBwcHxo0bx+rVq+nQocMzp9mai5q+NkfLVFtj7LQUV88jO8U0Q5H3gw8+UF5mDFC4cGFGjBjB+fPnadq0Ke3atWPs2LE4ODjw2Wef0aNHD2JiYhg4cCAJCQlG74qLi4tj6NCh1KxZk9OnT+Ph4cH69es5dOgQlSpVMn6wFiIn7rGl2lRL11wdU+yNtdF6bmodW/Cftftoyfa0kJvWmDPNaUeQidb9J+ZM9bXEelb72IL/RG6qr5Pb1rPGvuMOWZZXS5J0BBgI1AJcgHvASWCJLMvh6nZRIFAXnU7H7NmzmThxIqdOnaJ48eI4Ojoyfvx42rZty+TJk2nSpAkODg5Uq1aNwYMHs2TJEgYMGMD69espUaIEAH/++SfTp0+ne/futGzZkvj4eKpWrZqlrcOHDzN48GBCQkIAaN68Od988w3e3t7KiVCCVw/DS0QNxbTAwEAePHhA3rx5qVKlCu7u7siyjCRJyjXOzs689tprbNmyhZYtW+Lo6Mi4ceN47bXXSExM5NGjR7Rv3x5fX18yMjLImzcv9+7dY926dfz11180btw4W33T6XQsX76cCRMmkJiYSJ48eRg+fDgTJ05UdogKBAKBQCAQCAQCgUAbGF24A5Bl+R9guMp9EbzCGI5jtjYZGRnkyZM1zO3t7XF3dwfgl19+oUaNGnh6euLp6Unnzp3ZsGEDX331FePHjwdg/vz5nDt3jkOHDlG7dm3q1KnDo0ePOH/+PPb29jRv3vyZgt2tW7f4/PPP2bBhAwBvvPEGX3/9Na1bt1Z22FnKJ2rqmqNlqq0xdjkVV/+FTqfD3t4eSZI4ceIEI0eOJDg4mEePHgFQt25dVqxYga+vr3ItQI0aNXB3dycyMpK4uDhcXV0B6Nev3zNt2NvbExsby6VLl/Dy8sr2o9bHjh1j8ODByvsY69aty8qVK/H19VVj6BYhJ+6x1nPTXB1T7I210WJu2hK24D9r99GS7WkhN60xZ5rTjiATrftPzJnqa+XW9awtYQv+E7mpvk5uW89m+9kqSZJKS5LUTpKktpIkvexkWYFAExiKdqGhoTx+/Fj5ffv27SlYsCBnzpwhJiZG+f2UKVMoVqwYCxcuJCwsDAAHBwd++OEHZsyYQWpqKn/88YfyXro//viD6tWrK/ZpaWnMnTsXHx8fNmzYQL58+Zg6dSoXL17kgw8+UP2xWIF2MDzyam9vz8OHD+nevTt16tTh3r179O7dm+nTp9O4cWOOHj3K3LlzlWsB5d2IH3zwAefPn//POJFlmePHjzNx4kTCw8MZMGAAHh4e/9m3mJgYPv30U+rWrUtwcDClS5dm27Zt/PTTT5ou2gkEAoFAIBAIBAJBbidbhTtJkuYBV4FfgM3ANUmS5lqyY4JXi8jIyBxpNz4+Hm9vb/z9/Vm+fDkpKSkAFClShHbt2hEaGkpiYiKRkZHodDrKlSvHqFGjSEhIYNKkSYpOuXLlGDduHMHBwZw8eZJjx44REBBAmTJllMMu/vjjDypVqsTo0aNJSUnho48+IjQ0lEmTJpE/f/5n+mYpn6ipa46WqbbG2OVUXD0PQ7Ft7dq1lChRgl27djF69GjWrFnDokWLGD9+PAsWLKBw4cKEhoaSkJCQpdgH4OPjQ2JiIr///jvwbzEwIyODe/fu8csvvzBgwAC6d+/ODz/8wIgRIxg2bNgL+5Sens6CBQvw8fFh7dq15M2bl4kTJxIaGspHH33E9evXLekSVciJe6z13DRXxxR7Y220lJu2iC34z9p9tGR7WshNa8yZ5rQjyETr/hNzpvpauW09a4vYgv9Ebqqvk9vWsy8t3EmS1AkYAUhAGBD+//9/xP9/JhDkGIbCBjz/tNiMjAzi4+MBWLVqFVOmTFHsqlevzt27dzl27FgW+5EjR1KzZk22bNnC1q1bgcwCCECJEiXw8vKiQoUKik10dDTt2rWjadOmhIeH4+3tze+//862bds0tb1WYHm++eYbunXrhiRJfP/990yYMCHLjkxXV1fc3d3x8PDgtddeU4p9GRkZAFSqVAkHBwcuXLhARkaG8vnDhw9Zvnw5n3zyCb/++iu+vr6cOXOGqVOnYmdn99xDMAIDA6lcuTIjR44kOTmZ1q1bc/HiRaZNm0aBAgWs4A2BQCAQCAQCgUAgEJhLdnbc9QYygMayLPvLslweaAbogV6W7Jzg1aFUKfWero6Ojuadd95h7969SJKkFD0Mu5YM/zYcDtC8eXNcXFzw9vZm0aJFzJo1C0mSqFevHgAbN25UDqhIT0/Hzs6OadOmkTdvXj7//HNSUlJwcHB4ph+PHj1i5syZ+Pn5sW3bNgoWLMicOXMICQmhWbNmLx2Hmj6xlK45WqbaGmNnKR9ml+PHj2c5JrxTp06UK1eOe/fu8fDhQwoVKqR8lpSUxPLly/nnn38oWrQoW7ZsUXbWGR7prlq1KhUrVuT8+fPkyZNHKcgVLlyYTz75hC1btrBlyxYCAgKoUqUKer0evV6f5UTZqKgoOnToQOPGjQkNDcXLy4vdu3cTEBCAl5dXlv7ntP+yQ070Ueu5aa6OKfbG2thCbGkZW/Cftftoyfa0kJvWmDPNaUeQidb9J+ZM9bVyw3rW1rEF/4ncVF8nt61ns1O4qwTslGX5gOEXsiz/CewEqliqY4JXC0dHR9W0Tp48ycmTJxk5ciTwb9Hj9u3bfPTRR8yfPx/IfHSxWLFieHh44OTkRPPmzRk6dCjjx49n8uTJVKxYkcaNGxMWFqZsgzUU6Jo0aUKrVq24desWV65cydK+LMvs2rULf39/Jk2aRGpqKp06dSI8PJzRo0dne6xq+sRSuuZomWprjJ2lfPgyHjx4QJcuXahbty5BQUEA6PV63NzcmDBhAgDjx49XdnueOXOGSZMmMW3aNIoUKUJQUBAdOnSgZcuWfPnll8p7Fh8/fkydOnU4dOgQMTExWXbTlS5dmrZt21KzZk0gc7ennZ2dUrR7/PgxM2fOxNfXl82bN5M/f35mzJjB33//TatWrZ47jpzynzHkRB+1npvm6phib6yNLcSWlrEF/1m7j5ZsTwu5aY0505x2BJlo3X9izlRf61Vez74q2IL/RG6qr5Pb1rPZOVW2KJmPyD5NGNBG3e7YLpIktQZau7q6EhsbS3x8PHfu3AHA29ub5ORk5Y9zLy8v0tLSiIqKAv49rcRQPCpVqhSOjo5KwchQeIqIiADAzc0NFxcXQkNDAXBxccHd3Z3w8HB0Oh3Ozs54eHhw5coV0tLScHJyomTJkkRGRpKamkr+/Pnx9PQkOjqa5ORkHB0d8fLyIiYmhqSkJOzt7fHx8VHGAeDn52fWmG7evMm7776ryphcXV1p164dW7duZdCgQbRv3568efOSlJTEzp072blzJ/fv32fgwIHcvXsXb29vrl+/TlJSEp9++innzp3jq6++4vr167zzzjsEBgaybds2KlWqxL1797h16xb29vZMnTqV6dOnExsby8GDB/H09OTatWuMGzeOU6dOAZnvJOvfvz9VqlQhJSWFW7duZXtMly9fpnXr1qrfp8DAQMX/5sbejRs3aNy4sUn36fTp09SrV8/oMcXFxZGUlJSt2AsODqZdu3bZGpPhJFW18snd3Z2yZcty/vx5vLy8iIqKIiUlhXLlytG4cWP+/PNPunXrhq+vL7t37yYiIoKWLVvStWtXPD092bt3L3PmzGHOnDnodDo+/vhj7t69iyzLpKWlsXHjRt56661s3aeIiAhmzZqlfN6sWTNmzJhBcnIyJ0+efOGYdu7cSYUKFTTxHfGi772tW7dSpUoVq37vBQYGUqVKFdXHZE4+PTmmXbt2Ub58eat+R+zYsYMqVapke34y3LfsjCkhIYFTp05pLvZycs5NSEggOTlZ02O6efMmd+7cscl1xNNjOnHiBLVr1zY79uLi4nj48KFJ9yk4OJgWLVoYPaarV68SFRWV7di7ffs28fHxLx2TYc7UYuzl5HeEqffJWmP67bffqFKlilXvk6nrPUvm09NjCg4OpmnTpladc4ODg+nUqVO2Ym/Xrl1UqVIlW2OKi4vj4MGDmou9nPyOuH79Ordu3dL0mMLCwpTPrXWf1PybUK18UnMdYcp3xNmzZ42KvcuXLxP5/+/Cf9mYLI4sy//5Q+YjsZOe8/vJgO5l9rntx9vbWxY8y4EDB1TRSU9Pl2VZli9cuCB7eXnJ9vb2cnR0tPL5vn37ZB8fH7lQoULykiVL5Hv37smyLMtVqlSRmzRpIsuyLCclJckDBw6U8+TJI/v5+cmSJMnNmzd/pi29Xq+0mZKSIn/xxReyo6OjDMiFCxeWv/nmG6U/pqCWTyypa46WqbbG2Fnq2udhiIeMjAxZlmU5OTlZTkxMlGVZltPS0rJcc/bsWblgwYKyJEmyJElytWrV5KCgoGc0x40bJ0uSJL///vtKrN68eVN2cHCQZ86cKcuyLOt0uhf26fLly3Lr1q1lQAZkPz8/+c8//8z2mCwVg2qSE33Uem6aq2OKvbE21szNVxFb8Im1+2jJ9rSQm9aYM4253hZiMCfQul/EnKm+1qu2nn0VsQWfiNxUX0dr61kgSLZgnSlbp8r+/x+FAoHJeHh4mK2RkZGhPBZbsWJFRo0ahV6vZ8CAAco1TZo0YdGiRfj4+DB8+HAWLFgAQKNGjTh9+jR///03RYoUYdy4cUydOpWwsMzNpKdOneLatWtZ2pMkCVmW2b59O76+vsycOZO0tDR69OhBREQEQ4YMUfpjCmr4xNK65miZamuMnaV8aODJQx8MB0UY3qVYsGBBnJ2dWbduHXXr1uWff/5RrqlatSqDBg0CMv8LV1BQENWqVVPeSWd4D2P79u2BzPgzvCsvX758vP322+zevRsgy/vrDDx8+JBJkybh7+/Prl27cHJyYv78+Zw/f55GjRple3yW9p8a5EQftZ6b5uqYYm+sjS3ElpaxBf9Zu4+WbE8LuWmNOdOcdgSZaN1/Ys5UX+tVWM++6tiC/0Ruqq+T29az2S3cTZEkSffkDzAJ4Onf//9PhuW6LLBFnJyczLKXZVkpkq1atYqvv/6au3fvUrlyZXbv3s1vv/2mXNu0aVN+/vlnSpQowbRp01i9ejXlypXDzs6O48ePA1CyZEm++OILpej3/vvv8/rrr2dp89KlSzRu3JgOHToQHR1N1apVOXHiBKtXr8bd3d2s8YD5PrGGrjlaptoaY2cpHxoKdnZ2diQlJbFlyxYWLVrEF198ocSQJEmkp6cTGhrKmTNnWLduHY8ePVI0JkyYQPny5YmIiGD58uWKHvz7Xsb8+fNjZ2eHv7+/8n7FokWL4uLiQlBQEOHh4Vn6Jcsy27Ztw8/Pj+nTp/P48WP+97//ER4ezogRI557iMp/YSn/qUlO9FHruWmujin2xtrYQmxpGVvwn7X7aMn2tJCb1pgzzWlHkInW/SfmTPW1bHk9m1uwBf+J3FRfJ7etZ7NbuJOM/MmuriCXYHh23FQkSSI4OJjKlSszatQoVq1axbZt27h79y4AQ4YMUa5NT0/nzTff5Mcff6R69eqMGDGCGzdu8ODBA+WZdsPuprlz5xIaGkrPnj2Vl0/ev3+fkSNHUrlyZfbv389rr73G8uXLOX36NLVq1TJrHE9irk+soWuOlqm2xthZwofy/59GDDB//nzefvtt+vfvz7Bhw9ixYwcBAQFkZGQgyzIODg58+umnNGvWjEWLFnHmzBlFw8nJiSlTpgAwZcoUJfYM2hcvXlQOWOnTpw9FihRBr9cjSRKdOnVSdo4aCAsLo1mzZrRr144bN25QuXJljhw5wk8//WTyfw2yVAyqSU70Ueu5aa6OKfbG2thCbGkZW/Cftftoyfa0kJvWmDPNaUeQidb9J+ZM9bVsdT2bm7AF/4ncVF8nt61nX1pgk2XZzlaBbE4AACAASURBVJQfa3RekHu4e/cuw4cP5/Lly8yZM4fff/+dc+fOsWPHDmrVqsWVK1eYPHky8O8jjQ0aNGDJkiX4+/sze/Zs0tPT2bx5M7Is4+joiCzLFChQAB8fH2RZJiMjg7Vr1+Lj48OCBQvQ6XQMGDCAiIgI+vbtqzwiKXi1kSSJs2fPUrVqVcaOHYufnx/jx48nOjqawMBAJk+eTJ48eZQ48/HxoVu3bgDMmzeP+Ph45bOPP/6Y9u3bExsbq5x2nJiYyJYtWxg8eDC///47n332GR988AHwb1Hvk08+oV+/fgAkJyczevRoKlasyB9//IGzszNLly4lKCiIunXrWtU3AoFAIBAIBAKBQCCwLqa/oEsgMAI3Nzez7IODgzl06BCjRo1SChqyLFO9enVWrFhBq1atmD59Op9++ileXl6kp6fj4ODA22+/zebNm2nRogUhISFERkZy5MgR3n33XaW4Apkn+DVo0IBjx44BULt2bZYsWULVqlXN6vd/Ya5PrKFrjpaptsbYqTlWvV6PnZ0de/bsYfjw4ciyzOLFi2ndurXyGLXhmqdp0qQJnTt35rvvvmPnzp1069YNOzs7JEli6tSp7N27l2XLluHn58fVq1dZuXIlBQoUYNOmTXz88cfP7Y8sy/z888+MGjWKmJgYJEmiT58+zJgxg2LFiqkyZkvFoJrkRB+1npvm6phib6yNLcSWlrEF/1m7j5ZsTwu5aY0505x2BJlo3X9izlRfy9bWs7kRW/CfyE31dXLbelbsjBNYBRcXl5deY3ivWOahLFk5d+4cAOXLlwdAp9Mph0dUqFCBoUOHAv8+Mmt415dOp6NEiRIsXbqUXr16sWvXLt59911FNyEhgcGDB9OhQweOHTuGm5sbP/74I0ePHrVo0Q6y55Oc1jVHy1RbY+zUHKudnR3p6eksXLiQ2NhYvvzyS/r3768U7TIyMpSi3cOHDzl8+HCWfnTq1Iny5cvz1VdfcfnyZSU+fX19GTNmDABDhw7lm2++oWfPnsTGxipFO51Ol6UvFy5coEGDBnTp0oWYmBjefvttTp06xYoVK1Qr2hn6rXVyoo9az01zdUyxN9bGFmJLy9iC/6zdR0u2p4XctMacaU47gky07j8xZ6qvZWvr2dyILfhP5Kb6OrltPSsKdwKrEBoa+sLPDEULOzs7ZFnOshPOcPpmiRIlALhz5w4ZGRnKY6uGIl///v1xdXXlt99+Y/PmzYqt4bq6deuycuVKWrVqpbS5atUqfHx8WLp0KQDDhg0jIiJC2S1laf7LJ1rRNUfLVFtj7NQaqyGOVq5cSWBgIJMmTaJDhw5ZPjMcKBEaGsqCBQvo2rUrM2bMUDRq165Nr169uHz5MsuXL+fhw4dKLI8cOZJSpUpRr149Ll68yKJFi5AkSYlvQ5wmJSUxdOhQqlatyuHDh3F1deX777/nxIkT1KhRQ5WxPomlYlBNcqKPWs9Nc3VMsTfWxhZiS8vYgv+s3UdLtqeF3LTGnGlOO4JMtO4/MWeqr2VL69ncii34T+Sm+jq5bT0rCneCHEWWZaVosXXrVrp168a4ceNYs2YN8G+xpHDhwjg5ObF///4sJ3fa2dmRlpaGo6Mj/v7+QOaupoyMDPLkyfPM7j29Xs/p06epXbs2ffr0IS4ujgYNGrBq1SoWLlxIkSJFrDFsgcYwFNgMu+jq1KkDkKWQnJSUxOrVq+nXrx+TJ08mOjqaiRMnEh0dDWQW3z744ANatGjBihUrOHnyJJAZc46Ojhw7doxDhw7h5+eHXq9Hr9cr8a3X6/nhhx/w9vZm0aJFyLLMZ599RkREBD179rRKIVkgEAgEAoFAIBAIBNpD/DUosApPbzM17DSSJInbt2/TsmVL2rdvz/r165kzZw49evRgzpw53L9/H4CaNWtStWpV9u3bx9atW0lPTwf+LYqkp6dz9epVatWqxe3bt5k6daqib+DOnTv07duXmjVrcubMGV5//XU2btzI/v37qV69ujXckAWtb182V8vWHi1ITEzk4sWLFCpUiDJlygBZH9u+efMmvXv35tq1axw9epTp06cDMHjwYOUaLy8vevbsiZOTE+PGjeP27dtK0a1kyZLAv4/cGn4fFBTEO++8Q8+ePbl79y716tXjr7/+YtGiRRQtWlS18T0PLW3/fhHi0QL1dXLbowW2iC34Tzwqq66OeFTWNtC6/8Scqb6Wra1ncyO24D+Rm+rr5Lb1rCjcCayCu7t7ln8bdhoBLFu2jNDQUGbNmsXZs2fZs2cPlStXZtq0aWzfvp1Hjx7h7u5Onz59KFy4MJMmTeLnn38GMnfcXbt2jZEjR1KyZEmWLl3K/PnzmTJliqKfkZHB4sWL8fb25vvvv8fBwYGxY8cSFhZGx44dkSTpmf5ZA0u1qaauOVqm2hpjp+ZYixYtSqFChUhJSVF23j25083f35/t27cTFRVF7dq1GTRoEOXKlSMgIICAgADluoYNG/L+++9n2U36JIbYj4uLo2/fvsr76zw8PFi/fj2HDh2icuXKqo3rv8iJuDcWkZvq65hib6yNLcSWlrEF/1m7j5ZsTwu5aY0505x2BJlo3X9izlRfy9bWs7kRW/CfyE31dXLbelYU7gRWITw8PMu/g4KCKFiwINOmTePEiRP873//Y/jw4VSpUoXmzZuzYMECSpYsyTfffMPFixcB6Ny5M6NGjeLhw4d0796dNm3a0L9/f/r168e6det49913eeuttxg+fDj29vbodDoOHz5M1apVGTJkCPfu3aN58+b8/fffzJo1i0KFCr2wf9bAUm2qqWuOlqm2xtipOda0tDTefvttJEni7Nmzym7PJ3fdffjhhwA8ePAAZ2dnFi5cCMAXX3yhXOPs7MzMmTM5ffr0cw+S0Ol0fPvtt3h7e7Ny5Urs7e0ZNWoU4eHhdO7cOcsuUUuTE3FvLCI31dcxxd5YG1uILS1jC/6zdh8t2Z4WctMac6Y57Qgy0br/xJypvpatrWdzI7bgP5Gb6uvktvWsKNwJrMLTp2beu3cPgNmzZ3P58mVGjhypPPIKKDuaLly4wKZNm4iLiwNg+PDhbNiwgZo1a7J//37WrFlDaGgo8+bNY9asWYr+zZs36datG/Xr1yckJARPT0927NjBnj178Pb2fmn/rIGl2lRT1xwtU22NsVNzrI6OjlSpUoX8+fPz66+/EhQUBPBMIU2v11OwYEEA8uXLB0D16tXR6XTKyciGgp3hkXADx44do3r16gwaNIjExEQaN27MhQsXmDt3Lk5OTqqNJbvkRNwbi8hN9XVMsTfWxhZiS8vYgv+s3UdLtqeF3LTGnGlOO4JMtO4/MWeqr2Vr69nciC34T+Sm+jq5bT0rCncCi2EoYkDmLqQndy41atSIIUOGIMsyefPmVYoeDg4OQGZBpHXr1rRo0YLVq1dz6tQpAAoWLEiTJk3Ys2cPwcHBHDp0iH/++Ye+ffsCkJqayrx58/D19WX9+vXky5ePKVOmcOnSJT788MMX7mZydna2lBteiKXaVFPXHC1TbY2xe/raJ2POGAyx+dFHH1GvXj0uXbqkFIUNuoYinJ2dHY8fP+bnn3+mf//+1KtXjxkzZmBvb//MIRKGx2Jv375Nt27dqFu3LsHBwZQqVYotW7awb98+/Pz8TOqzGuRE3BuLyE31dUyxN9bGFmJLy9iC/6zdR0u2p4XctMacaU47gky07j8xZ6qvlRPrWYFx2IL/RG6qr5Pb1rN5Xn6JQGAcsiyj1+uV93ulpqbi4eGhFM3S09NxcHBg0KBBBAYGEhQUxIULF2jQoIFyGizAG2+8Qb9+/Th+/DgrV67E398fT09PIPN9ZEWLFqVs2bJAZjV8//79DBkyhLCwMADatGnDggULeOONN17aZw8PD7XdkGNtqqlrjpaptsbYPX2toXC2evVqypQpQ6NGjbKcDPsiJElCr9fj7OzM0KFDuXbtGhs3biQpKYlly5bh4eGhaJ87d46AgABWrFjBa6+9xsSJE3n99defq5uens6SJUuYPHkyycnJODo6Mnr0aMaNG0eBAgWyPU5LkRNxbywiN9XXMcXeWBtbiC2tUXxecWIfxP77i53G2bsXdOf2qNvqduo/sPY9tmR7WshNa8yZ5rQjyETr/hNzpvpaObGeFRiHLfhP5Kb6OrltPSt23AlURa/XI0kS9vb2xMfHM3bsWLp370737t1ZvHgxgLKrrmTJkgwZMgSAMWPGAP/uUDLsgKpTpw69evVi9+7d/PLLLzx+/PiZNq9fv07Hjh1p2rQpYWFhvPnmm/z2229s3749W0U7gCtXrpg3cBOwVJtq6pqjZaqtMXZPXxsUFIS/vz+9e/dm1apVJCcnI0lSlt2eL8JQmGvevDkTJkzAz8+PXbt20ahRI3r06MFXX31FmzZt6Ny5M1OnTqVGjRr88ccfNG7c+Ll6+/fvp0qVKowYMYLk5GTef/99Ll68yPTp0zVRtIOciXtjEbmpvo4p9sba2EJsaY0sRbscsDcWa99jS7anhdy0xpxpTjuCTLTuPzFnqq+VE+tZgXHYgv9Ebqqvk9vWs6JwJ1AVQ/Hj22+/xdPTk2+//ZYjR45w7Ngxhg4dSq9evbh27ZpyfZcuXejcuTNnzpzhu+++AzLfC2bYIVW0aFHat29PqVKluHv3bpbTaB89esSXX36Jn58fW7dupWDBgsyePZuQkBCaN29uVL/T0tLMHbrRWKpNNXXN0TLV1hg7w7U6nY4dO3bQtWtXwsLCcHd3Z9++fWzevBl49j11L8JQ4OvatStbtmyhU6dO3L9/nzVr1jB27FjOnTtHmTJl+PXXX9mxYwfFixd/5t0HUVFRdOzYkUaNGnHp0iW8vLzYvXs3u3btoly5ctkemzXIibg3FpGb6uuYYm+sjS3ElsA8rH2PLdmeFnLTGnOmOe0IMtG6/8Scqb6WNdezAtOwBf+J3FRfJ7etZ8WjsiohSVJroLWrqyuxsbHEx8dz584dALy9vUlOTiYmJgYALy8v0tLSiIqKAlAe/4yMjASgVKlSODo6KhVeDw8PnJyciIiIAMDNzQ0XFxfl/VsuLi64u7sTHh6OTqfD2dkZDw8Prly5QlpaGk5OTpQsWZLIyEhSU1PJnz8/np6eREdHK4/veXl5ERMTQ1JSEvb29vj4+CjjAPDz8+Pu3bvKIREvGlNoaCjr1q1j37591K1bl1q1alG7dm0ePnzIoUOHWLp0KRkZGQwZMgQPDw8iIiKoU6cOf/zxB59//jmlS5emYMGCFC1aFA8PD8LDw3n8+DHLly+ncuXKnDp1irS0NIKDg/n666+5fv06AE2aNGHOnDno9XpOnDiR7TEZ7lN4eLjV79OtW7eIjY21yH06ePCgKrEXHx/PrVu3TIq98PBwk8aUnp5OSEjIc+/T02MKDw/Hy8uLc+fOMWzYMKKiopg0aRIeHh4MGjSIBQsWUKpUKXx9ffnrr7+yfZ+KFStGTEwMPXr0oHv37qSlpfHgwQMePHhApUqVKFmyJKdOnSIlJYVChQrh6enJ1atXWb16NevWrePRo0fky5ePLl268Mknn1CpUqVsj8ma3xFXr14FUC32LDEmw2lO1vzeM7Sp9pjMyacnx3T9+nUOHjxo1e8Ig0+yG3uG67MzpoSEBE6dOqW52LP2nKsGhvtqjTGlpaVx9uxZq92ne/fuERUVZZExhYeHqxJ7jx49Ijw83KTYCw8PN2lMaWlpHD9+PNuxZ1hDvWxMwcHBJt0nreSTpb4jTL1P1hqT4bvXmvfJ1PWeJfPp6TGFh4dbfc4NDw/PduwZ7lt2xhQXF6d812sp9nLyOyItLU3z64i0tDTlvlnzb3e1/iZUK5/UXEeY8h3x4MEDxSfZib309HSOHDmSrTFZHFmWxY+KP97e3vKrhl6vl/V6vfLv6OhoOTExUU5NTVU+N7B161a5QIECcr9+/eTQ0FDl93v27JErVqwoS5IklytXTt62bVuWNqZPny5LkiT37NnzGc0nCQsLk1u1aiUDMiD7+/vLBw4cMHuMt2/fNltDK22qqWuOlqm2xtgZro2JiZFbtGgh//bbb7Isy3JKSorco0cPWZIkedy4cbIsy/KBAwdeGFfGkpGRkeXfe/bskcuVK6fE5ccffyxfv35dlbYsSU7EvbGI3FRfxxR7Y22MuV6N7/BXAaZg9o81sXZuWrI9LeSmNeZMY64Xefl8tD5vijlTfS1rrmezg8jNZ9F6XsqyyE1L6GhtPQsEyRasM4lHZQX/iU6nQ5IkJEniyJEjtG7dmqZNm1K1alUGDBjA9evXkSSJ9PR0AN58803atGnDd999h6+vL2lpafTp04dWrVphZ2fHwIEDiYqKYu3atcpuH4D+/ftTv359fvjhBw4cOPDMo40PHjxgwoQJVKpUiV9//ZXChQvz9ddfc+7cORo0aGD2OA2VeGtiqTbV1DVHy1RbY+wiIyPR6/UUL16cH3/8UXnfXIECBRg8eDClSpVi3bp17N2716S+vAjDwStXr17lww8/pGXLlly+fBlfX1/++OMPNm/eTOnSpVVt0xLkRNwbi8hN9XVMsTfWxhZiS2Ae1r7HlmxPC7lpjTnTnHYEmWjdf2LOVF/LWutZgenYgv9Ebqqvk9vWs6JwJ3guer0eyCxQJCYm0rFjR+rXr09ISAj58uVDr9ezZs0aBg4cCGQeOKHT6ahYsSJr165FkiROnjxJ3bp12bhxI23btuWHH35g3LhxNG/enMDAQAICApT3g7m6utKrVy/KlCmTpWgnyzJbtmzBz8+PGTNmkJaWRvfu3YmIiGDo0KHKQRfmYpXtrVZqU01dc7RMtTXGLjU1VXmvopubm/IOREmSqFChAkOHDiU6Oprvv/+e+/fvK6fHmsvDhw+ZPHky5cuXJyAggEKFCjFv3jzOnz//wsMqtEhOxL2xiNxUX8cUe2NtbCG2BOZh7Xtsyfa0kJvWmDPNaUeQidb9J+ZM9bWstZ4VmI4t+E/kpvo6uW09Kwp3gudiKIYsXryY119/nYMHD/LFF1+wefNmzpw5w+HDh3F1deW3337jxIkTwL+7kAy2y5YtIzw8nGnTptG3b1/eeustXn/9dRwdHUlOTmbnzp2KLWQeCHDt2jVlB92lS5do0qQJ7du3JyoqiqpVq3L8+HF++OEH3N3dVR1v/vz5VdXLyTbV1DVHy1Rbg52cjZNg/6sNR0dHOnbsSMOGDQkICGD//v1AZnw+faBEdpFlme3bt1O+fHmmTZvG48eP6dq1KxEREYwcORJHR0eTdHOKnIh7YxG5qb6OKfbG2thCbAnMw9r32JLtaSE3zZ0zLd2OIBOt+0/MmeprWSM3tR5XWscW/CdyU32d3LaeFYU7wXOJiYmhYcOGDB06lPfee4+1a9cyfvx4atSogZ2dHaVLl6Zz5864uLjg5uam2BmKLefOneOnn36iTZs2DB8+nMqVKyvX5MuXj0qVKnHo0CFWrVpFSkpKlrYTExMZNWoUlStXJjAwkNdee41ly5Zx+vRpateubZHxGl5eaU0s1aaauuZomWpbpkwZgGd2XprSRokSJRgxYgR2dnb8/vvvysu2DUXml+k/SXh4OM2bN6dt27Zcv36dSpUqcfjwYdauXYuHh8dL7bVITsS9sYjcVF/HFHtjbWwhtgTmYe17bMn2tJCbptqK3LQuWvefmDPV17JGbmo9rrSOLfhP5Kb6OrltPSsKd4IXYjhBtnr16jRt2jRLxfnGjRscPHgQFxcXJEkiNjYW+LfYkp6eTr58+XBxcQEgOjoagJ9//pn169czZMgQPv30U1q1akWhQoWAzOLJunXrKF++PPPnz0en09G/f38iIiLo16/fM8UWNTH0z5pYqk01dc3RMtX25s2bAAQEBLBgwQIePXqEJEnPLa69rA1Jkqhfvz49e/YkIiKCDRs2AJnvK5g4cSLr169/aX+Sk5MZM2YMFStWZN++fTg7O7NkyRLOnj1LvXr1TBihdsiJuDcWkZvq65hib6yNLcSWwDysfY8t2Z4WctNUW5Gb1kXr/hNzpvpa1shNrceV1rEF/4ncVF8nt61n8+R0BwTaQ6/X4+HhwcSJE+nevTtr1qyhdevWVKtWDVmWOXbsGEuXLuXChQv4+Pjw4YcfcufOHaZOncoHH3xAiRIlcHJywtPTk++++45GjRpx9epVDh8+zKpVq2jdujUff/wxPXv2VNoMDg7ms88+4+jRowDUqlWLpUuXUrVqVauMOTk52SrtWKNNNXXN0TLVNjk5mX79+rFy5Ur8/PyoUKECTZs2febAkuy2UaBAAQYOHEhAQABr164lIyODc+fOcejQIZo0aULHjh2Vd+M9iSzLbNy4kVGjRnHr1i0kSaJ3797MnDmTYsWKmTQ2rZETcW8sIjfV1zHF3lgbW4gtgXlY+x5bsj0t5KY5c6Y12hFkonX/iTlTfS1r5KbW40rr2IL/RG6qr5Pb1rNix53gGQwFkg4dOtChQweuX7/OihUrCA4OZvHixfTs2ZNNmzbRt29fhg0bRvXq1UlOTmb06NEsX76c9PR0/Pz8GDJkCO7u7rRu3ZoRI0bw+eefU6RIEWbNmkXhwoUBSEhIYPDgwVSrVo2jR4/i5ubGjz/+yLFjx6xWtANy5N1klmpTTV1ztEy1lWWZkJAQXnvtNS5fvsyGDRu4ffu28pkxbciyjJ2dHeXLl+edd94hNjaWr7/+mhMnTjBv3jz27t373KJdSEgIDRo0oHPnzty6dYsaNWpw8uRJVq5c+coU7SBn4t5YRG6qr2OKvbE2thBbAvOw9j22ZHtayE1TbUVuWhet+0/MmeprWSM3tR5XWscW/CdyU32d3LaeFTvuBM8gSRI6nQ57e3uGDRvGkSNHWL16NUFBQZw7d47atWuzbds2KlSoAEC/fv0oX748s2fPZuvWrTRt2pQ6derQu3dvGjRowJYtW7h58ybvvvsunTp1AkCn0ymnzMbFxSltTZkyhSJFilh9zF5eXq9Mm2rqmqNlqm358uW5desW77//Pg8ePGDr1q3UrVuX3r17P7Pr7mVtSJLE9evXWb9+PQcPHgSgU6dOfPPNN7i6ugKQkZGhFO+SkpKYPHkyS5cuRafT4erqyuzZs+nRo4dy6MqrRE7EvbGI3FRfxxR7Y21sIbYE5mHte2zJ9rSQm6baity0Llr3n5gz1deyRm5qPa60ji34T+Sm+jq5bT376v0lKlAFw/vkqlSpQu/evcmfPz/BwcHMmTOHY8eOUaFCBXQ6HRkZGQB89NFHlCpVitDQUB4/fgxknt7p6+vLhAkT6Nevn1K0O378OLVr16ZPnz7ExcVRv359goODWbhwYY4U7SDzMI5XpU01dc3RMtU2JCQEe3t7qlSpQocOHbCzs2Pt2rXKwRJP7rp7WRt3795l/vz5TJgwAXt7e/bu3cv69etxdXVFp9MhyzJ58uRBr9fzww8/4O3tzaJFi5BlmcGDBxMREUGvXr1eyaId5EzcG4vITfV1TLE31sYWYktgHta+x5ZsTwu5aaqtyE3ronX/iTlTfS1r5KbW40rr2IL/RG6qr5Pb1rOv5l+jgizo9Xqz7AYMGMDbb7+NLMvkz5+fR48eIcsy9vb2SkGjXLlyuLq6IssyiYmJAFmKHUlJSdy5c4fevXtTp04dzpw5w+uvv87GjRs5cOCAsnsvp0hKSnpl2lRT1xwtU23T0tJITEzEycmJDz/8kE6dOnH06FE2b95MSkpKll13L2rDUNwrWrQoJUuWZNasWaxfv54mTZogy7Kyo1SSJIKCgnjnnXfo2bMnd+/epW7duvz1118sXryYokWLmjQGWyEn4t5YRG6qr2OKvbE2thBbAvOw9j22ZHtayE1TbUVuWhet+0/MmeprWSM3tR5XWscW/CdyU32d3LaeFYW7VxhD8cJQQPv999/ZsWMHP//8c7aqx3Z2duj1epydnRk6dCiFChVixowZnD179rnaR48epXHjxrRq1SqLTkZGBjt37sTHx4fvv/8eBwcHxowZQ1hYGB07dnzuoQPWxpIn1lq7TTV1zdF60taY4vH9+/d59OgRRYsWxdHRka5du+Lj48P69euVw0uSkpJ49OgR9vb2SiympqZy6NAhIPMRWcMjsCNGjGDMmDFAZixKkoS9vT1xcXH069ePt99+m1OnTlG8eHHWrVvH4cOHqVy5ssnjtiVyIu6NReSm+jqm2BtrYwuxJTAPa99jS7anhdw01VbkpnXRuv/EnKm+ljVyU+txpXVswX8iN9XXyW3rWVG4e0XR6/VKQWzfvn1Uq1aNzp0707ZtW7p06UL9+vXZunUrkPm+uRdhKMy1bt2arl27Ehsby9KlS5UTVuLi4li7di1jx44lf/789OjRg3z58imFmqNHj1K9enW+/vprkpKSaNq0KSEhIcyePZtChQpZ0gVG4ePj88q0qaauOVo+Pj5KHNjZ2fHgwQMOHz7MxYsXuXnzplJwezL+ZFnmzTffJD09Xfm8UqVK9OnTh5s3b7Ju3TpGjx5NhQoV+Omnn/Dx8VHeyTh58mQaNmzIl19+CaC8t87wv4bHYnU6HcuWLcPHx4cVK1Zgb2/PqFGjCA8Pp0uXLpooJFuLnIh7YxG5qb6OKfbG2thCbGkN94LuOWpvLNa+x5ZsTwu5aaqtyE3ronX/iTlTfS1r5KbW40rr2IL/RG6qr5Pb1rOicPeKYmdnx/379xk4cCCtWrXC0dGRzz77jE2bNjFx4kQuX77M9OnTSUlJeWkl2VBYGTJkCD4+PmzcuJGdO3dy6NAhJkyYQJ8+fUhKSmLLli3Ke+xiY2P53//+R7169Th//jwlSpRg+/bt/P7775pKAAOxsbGvTJtq6pqjdfv2baXwu3TpUqpWrUqbNm2oWLEiderUYejQoQBZds1JkkRYWBiSJFG8eHFkWaZw4cL07t2bGjVqsGnTJubNm4ePjw9vvvmmR3dRSAAAIABJREFUsnPU3t4ePz8/APLly/fc/kiSxPHjx6lRowYDBgwgISGBRo0aceHCBebOnaucdJybyIm4NxaRm+rrmGJvrI0txJbWuD3qNvJkGXmyzIW2F5T/n92f26NuW7W/1r7HlmxPC7lpqq3ITeuidf+JOVN9LWvkptbjSuvYgv9Ebqqvk9vWs+JU2VeUqKgoJk6cyL59+xg4cCA9evSgSpUqALRv357Dhw8TGhrK3bt3X7rzzVDY8/X1ZeDAgYwaNYrx48cjyzK3bt1i9OjRzJ49G8h8P9nXX3+tFAXz5cvHmDFjqF27Ns2aNbPsoM0gPj7+lWlTTV1ztBISErh69SqDBw8mMDCQWrVq0bBhQxITEzl06BBLlizhjTfeYPjw4ciyrOx0i4uLQ5ZlHj9+jCRJpKSkMGDAAE6ePIm9vT2lSpVi8ODBNGzYUDkpFqBHjx60aNGC4sWLP9OX27dvM3v2bPbu3QtAqVKlWLhwIW3bts1VO+yeJifi3lhEbqqvY4q9sTa2EFtaxhb8Z+0+WrI9LeSmqbYiN62L1v0n5kz1tayRm1qPK61jC/4Tuam+Tm5bz4odd68o9+/fZ+vWrXTp0oXp06crRTvIfM/X48ePcXR0fG6R43kYHnns1asXtWvX5ubNm/j6+hIREaEU7fbu3UvlypUZM2YMKSkptGnThkuXLjFlyhTy5s2r/iAFmub27dt8/vnnBAcHM23aNH788UeWLVvGpk2bWLNmDQDz588nPj4eOzu7LI/O5s2bl8qVK7NixQqKFy/OL7/8QseOHWnbti1RUVH89ddf3Lt3D8h6ymzx4sXR6/VKvKanp7Nw4UJ8fHzYu3cvjo6OTJgwgdDQUNq1a5eri3YCgUAgEAgEAoFAINA+YsfdK4q/vz8HDhygevXqWX4fGxvLsmXLOHnyJBMmTCAsLIyiRYvi6en5n3qGgyoKFCjApEmTePz4MS1atADg2rVrjBo1im3btgHw5ptvsmjRIpo3b67YGx5j1Co50T9LtammrjlaZ86cYfv27cydO5eRI0cqv09PT6dZs2bUr1+fsLAw7t27h4uLi1JEkySJhw8f8tZbbxEdHc0777xDnz59aN++PdevX+fq1avMnTuXihUrUr9+/WeKb4bHcw8cOMDgwYO5dOkSALVq1WLt2rWUK1fO5DG9amg9L0HkpiV0TLE31sYWYkvL2IL/rN1HS7anhdw01VbkpnXRuv/EnKm+ljVyU+txpXVswX8iN9XXyW3rWbHj7hXEsAPJULTT6XTIsszx48cZP34806ZNo1ixYmzbto1q1arh6+vLhAkT/vOQCvi3IPLee+/RokULHj16xPTp0/H392fbtm0UKFCAWbNmERISkqVoB9raZvo8xPZl07Se3O329O/8/f3p0qWLUrQz7IJzcHAgJSWF9PR04uLilHfSGey8vLzImzcvhQsXZsKECXz//fd069aNAgUKUKZMGTp27Ej16tWpUaPGc/sXFRVFx44dee+997h06RJly5Zl165dzJo1SxTtnkLreQkiNy2hk9seLbBFbMF/4lFZdXXEo7K2gdb9J+ZM9bXEo7Laxxb8J3JTfZ3ctp4VhTsb4+nimqEY8iRP70Cyt7cnNTWVr776itWrVzNs2DBOnz7Nzp07OXz4MGXKlGHWrFls374deH4x5ml+/fVXKlSowKRJk0hNTaVjx46Eh4czduzY5z4We+fOHWOGaXVyon+WalNN3RdpPXmYxNNIkoQsy5QtW5aFCxcCmXFqKPwCFCpUiHv37uHr64uzs7Nip9frKVy4MGvWrGHmzJlMmzZNOcxEp9NRoEAB+vfvz9GjR3njjTey9O/x48fMmjULX19ffvnlF/Lnz8/06dO5ePEi77//vjoOecXQel6CyE1L6Jhib6yNLcSWlrEF/1m7j5ZsTwu5aaqtyE3ronX/iTlTfS1r5KbW40rr2IL/RG6qr5Pb1rPiUVkbw97envT0dHbs2EH79u2z9Y4uWZYpUKAAgwYN4uuvv87yWKyXlxfjxo2jZ8+erFy5ko8//vg/Na9cucKwYcPYvXs3kLmravHixTRs2NDssQlsgyeLcPv37+fw4cPodDrKli1L/fr1KVu2rHKtq6srQJaiHUBMTAwXL16kV69eFChQQPm9IfY6dOjwTHuGQ1IMh6k8WcT+/fffGTJkCP/88w8A7dq1Y/78+ZQpU0a1cQsEAoFAIBAIBAKBQGBtROHOxnj48CGenp7ExcVRsmRJateuTUZGBnnyvPxWNmnSBMgseNjZ2aHT6ciTJw+NGjXC2dmZ2NhYUlJSnnvK7MOHD5k1axZfffUVaWlpFC5cmKlTpzJo0CAcHBxe2ra3t7fxg7UiOdE/S7Wppu7ztOzs7IiOjqZv377s27cPOzs7MjIyAChdujR79uyhfPny/9mP4OBgAGrWrAlkxqS9vT2SJGWxk2X5maKfAXt7e/Lly0ebNm3YuXMnkHny8aJFi5RYF/w3Ws9LELlpCR1T7I21sYXY0jK24D9r99GS7WkhN021FblpXbTuPzFnqq9ljdzUelxpHVvwn8hN9XVy23pWPCprQxgOhxgwYAAAQ4cOBSBPnjz/+Xjr8x6dNdgBXLp0iaSkJCpVqkTBggWzXCvLMlu3bsXPz48vv/yStLQ0unXrRnh4OMOGDctW0Q4gOTk5e4PMIXKif5ZqU03d52nt2bOHRo0aKY9G79y5k4MHD9KsWTNu3LjBzJkz0el03L9//xlbQ5yeOXMG+Pc9jIaYvH79OgkJCcr1L9r9mZqaypQpU6hfvz47d+6kUKFCzJs3j/Pnz4uinRFoPS9B5KYldEyxN9bGFmJLy9iC/6zdR0u2p4XcNNVW5KZ10br/xJypvpY1clPrcaV1bMF/IjfV18lt61lRuLMhDDuPpk6dire3N0FBQSxZsgR4/rvunofhOkNB5NChQ4wcOZJSpUoxduzYLIWS0NBQmjZtyscff8yNGzd46623OHbsGD/++CPFixc3qu8xMTFGXW9tcqJ/lmpTTd2ntS5dusTkyZNJT09n1qxZTJw4kRYtWvDuu++ybNkyihcvzoYNG4iKiuL27dvP6Bnia+/evbz55ptUqFABgISEBDZu3MiHH36oxPTzkGWZHTt2UL58eaZOnUpaWhpdu3YlPDyckSNH4ujoqNrYcwNaz0sQuWkJHVPsjbWxhdjSMrbgP2v30ZLtaSE3TbUVuWldtO4/MWeqr2WN3NR6XGkdW/CfyE31dXLbelY8KqsSkiS1Blq7uroSGxtLfHy88jJDb29vkpOTlRvv5eVFWloaUVFRAMo75yIjIwEoVaoUjo6OXLlyBQAPDw+cnJyIiIhAp9Ph4eHB9OnT6dixIyNGjKBChQqUL1+eS5cuAeDs7IyHhwdXrlwhLS0NJycnSpYsSWRkJKmpqeTPnx9Jkti5cyebN28mOjqaL774gtTUVA4cOEBaWhoBAQGsWLGCjIwMnJycmDBhAi1atCA+Pp6DBw8aPaabN28SFRX13DEBuLm54eLiQmhoKAAuLi64u7sTHh6OTqfL1pg8PT2Jjo4mOTkZR0dHvLy8iImJISkpCXt7e3x8fJR7A5nHOxvuU3BwsKr3KTtjunz5Mn5+fqqPKTIykoMHD6oSezdu3ODWrVvKmHbu3ElERAQTJkzAzc2NiIgI3NzclDFWrVqVPXv2sG/fPh4+fPjcMTk6OnLq1Ck++ugjjh8/TlJSEj/99BO//vorDg4OtG7dmpCQkGfuk6FQbditV7ZsWVq2bMno0aNJTU1VxvyiMRkez9Va7Klxn0wd099//w2g6TEZ7ps175OhTbXH9HQ+mTomw3e9Nb8jDD7JbuwZrs/OmBISEjh16pTmYi8nvyMSEhK4dOmSpseUkJDA2bNnrXafLLmOCA4OViX24uLiCA8PN+k+BQcHmzSmhIQEjh8/nu3YS0hIIDg4+KVjMuSwFmMvJ78jTL1P1hqT4b5Z8z4FBwdbZEzm5NPTYwoODrb6nBscHJzt2DPct+yMKS4uTpnDtRR7OfkdYQvriISEBOW+Wes+qfk3oVr5pOY6wpTviDt37ig+yU7sJSYmcuTIkWyNyeLIsix+VPzx9vaWrUXnzp1lSZLkLl26/Od1er1elmVZTklJkS9cuCD37dtXrlevnpw/f365XLlycmBgoHLdunXrZA8PDxmQJUmS+/XrJ9+9e9fsvt64ccNsDUuSE/2zVJtq6hq0DDF05coVecWKFcrnht/r9XpZr9fLrVq1kvPmzSuHhYW9sB+//vqrLEmSPGbMGPmbb76R33jjDeXfz+t/cnKyPGbMGNnBwUEGZGdnZ3nx4sVyenq6UWM9cOBAtq/NLWg9L2VZ5KYldEyxN9ZG5KZ5iNy0bntayE1TbS2VmyIvn4/Wc1PMmeprWSM3xZxpHlrPS1kWuWkJHa2tZ4Eg2YJ1JvGorA0i//97whYuXEiePHnYsGEDgYGBAMohAU9eZ3g80c7Ojl27drFp0yZ0Oh1z5szhn3/+4b333iM4OJh3332Xrl27EhMTQ61atThz5gzLli1TTgY1h7S0NLM1LElO9M9Sbaqpa9AyxFDZsmXp1auX8rnh9zqdDkmSiImJoWzZshQrVozHjx8/V/Ps2bNIkkRAQADDhg2jdOnSREREMHv2bCDzIBTIjN+NGzfi6+vLnDlzSE9Pp1evXoSHhzN48GDy5Mmj+bjSOrbgP5Gb6uuYYm+sjS3ElpaxBf9Zu4+WbE8LuWmqrchN66J1/4k5U30ta+Sm1uNK69iC/0Ruqq+T29azonBng0iShF6vx83Njfnz5wMwePBgIPPACZ1Oh16vV4oqN2/eZP78+cTExPD5559z4MABfvvtNz777DMSExMZNGgQ1apV4+jRo7i5ufHDDz9w7P/YO/Owqqruj3/OvYCiggQmkqioCY45Zmrm1Fu/srSsHNLK6c059CWztNJs8HUoc0hTUzPNodkyM7MUs1KcSwUhBxQUQcQBVEDu3b8/iPtmmnHvPffcfWB/noeH4p71XWuvs9bZ2/2cc8/PP9O8eXPdYi66ZVVWvBGfp3zqqXs9LYvFcs3LUHx8fMjKyuLgwYPUr1+f4OBgUlNTr6v5448/IoTgwoULfPjhh8TGxnLrrbdis9kQQpCWlsa+ffvo2LEjjz/+OCdOnKBFixbExcWxcOFCKleu7JGxlkbMkD/Vm/rruGLvrI0ZaktmzJA/o2P0pD8ZetNVW9WbxiJ7/tScqb+WEb0pe13Jjhnyp3pTf53Stp5VG3cmpehFFc888wxNmjQhMTHRcceSpmlYLBYKCgpYvXo1w4YN47nnnuOVV17B19eXpk2bUqFCBd577z3q1KnD3Llz0TSNkSNHkpiYSL9+/Rz6CsX1uN7bXn/++WcuX75M27ZtgatfmPLnjb4xY8YQExPD8ePH6d27N1B4x57VauX8+fO88847NG3alM2bNxMSEsJ7771HXFwcLVu29PCoFAqFQqFQKBQKhUKhkAu1O2NiijZG5syZA8C4cePIyMjAYrGwa9cunnvuOfr378+aNWsYPXo0S5cuBWDHjh20atWKQYMGcebMGdq3b8+ePXuYMWMGQUFBHom16MshZcUb8XnKp566xdGy2WwAbN26FV9fX26//Xag8LHanJwcfvjhB8cLJQDuuece3nzzTcfmMhRuBC5ZsoSoqCg+++wzhBAMHz6cpKQk/v3vf//tRrLsdSU7Zsif6k39dVyxd9bGDLUlM2bIn9ExetKfDL3pqq3qTWORPX9qztRfy4jelL2uZMcM+VO9qb9OaVvPqo07E1P0yGLr1q15+umnARgwYABLlixhwIABzJw5k9tuu42EhASmTp3K6dOnGThwIHfccQc7duzglltuYeXKlWzatIlGjRp5eTQKs1J0993mzZupUaMGzZo1AyA+Pp5JkyZx//33M2fOHM6fP3+Vnd1ux8fHh127dnHnnXfSv39/MjIyaNGiBbt27eKdd94hODjY8PEoFAqFQqFQKBQKhUIhC2rjroQwbdo0goOD+eabbxgwYACpqaksXbqUzZs3U7t2bWbPnk2dOnVYvHgxPj4+PP/88yQmJtKrV6/rPvaoN0WvYZYVb8TnKZ+u6P71O+uc0bJYLGRmZrJv3z7uuusucnJyWLhwIaNGjWLy5Ml0796duXPnUrFixavszp49y5AhQ7j99tvZtm0bVapUYdmyZUydOpUmTZoUK27Z60p2zJC/0t6bntBxxd5ZGzPUlsyYIX9Gx+hJfzL0pqu2qjeNRfb8qTlTfy0jelP2upIdM+RP9ab+OqVtPas27kyOpmnYbDYCAwOZMGECANHR0aSlpfHEE0/w008/0bx5c6Kjozl//jz33nsv+/btY/LkyVSoUMHL0StkoWjz9quvvmLTpk3A/x6BLQ5btmwhJyeH7OxsXnzxRQYNGkR+fj5btmxh+fLllC9f3qFns9mYN28ekZGRzJ8/H6vVyrPPPktiYiJPPPGEIRvJCoVCoVAoFAqFQqFQmAEfbwegcB+r1QoUvqjivvvuo06dOqSlpTF69GhWrFgBQI0aNZgxYwYPPfSQVzZGqlWrZrhPZ/BGfJ7y6arumjVrePjhh7n55ptJTU3F19f3H7WEEGiaxoEDBwD49NNP8fX1ZfLkyTz66KPUrl3b8V2MVquVrVu3Mnz4cPbs2QPA3XffzaxZs6hfv75L8cteV7Jjhvyp3tRfxxV7Z23MUFsyY4b8GR2jJ/3J0Juu2qreNBbZ86fmTP21jOhN2etKdsyQP9Wb+uuUtvWsuuOuhFD0qGNERATTpk0jMjKSFStWUKZMGSZMmEB8fDwPP/yw1+5m8vPz84rf4uKN+Dzls0i36A63otqw2+1/+0gsQPv27WnXrh1PPPEEeXl5xYqxqJ6OHDkCwBNPPMHJkycZM2YMfn5+FBQUYLFYOH36NP369aNNmzbs2bOHatWq8cknn7Bhw4arNu2K49PVYxXXYob8lcTe9LaOK/bO2pihtmTGDPkzOkZP+pOhN121Vb1pLLLnT82Z+msZ0Zuy15XsmCF/qjf11ylt61m1cVdC0DSNH374gcaNGzNmzBhycnLo2rUr8fHxvPLKK5QrV86r8R0+fNir/v8Jb8TnKZ/79+9n6NChrF69GiisjStXrmCxWNA0jbS0NC5duuS4Ew4KN/UCAwP56quveOuttxyPUf9TjEUaU6dO5ZdffmHp0qWEhIRQUFDAoUOHEEIwY8YMIiMj+eCDD/Dz8+PFF18kISGBxx577Lobyc7kRfa6kh0z5K8k9aZeuu7quGLvrI0ZaktmzJA/o2P0pD8ZetNVW9WbxiJ7/tScqb+WEb0pe13Jjhnyp3pTf53Stp5Vj8qWAI4fP87o0aP55JNPALj11luZOXMmnTt39nJkCm+wf/9+5s+fz7Fjx2jatCm1atXC19eXnJwcRo8ezTfffIOPjw933nknY8aMoVGjRlgshXv4gYGBTvkqsqtUqRKVKlVCCOF4W+yvv/5KdHQ0+/fvB6Bz587MnDmTW2+9Vd8BKxQKhUKhUCgUCoVCUUJRd9yZmLy8PCZNmkS9evX45JNPKFeuHJMmTWL//v3SbdqFhYV5O4Qb4o34POWzQ4cOjBs3jg0bNvDll1+Sm5vLwYMHad68OatWreKWW27B39+fFStWMGjQIOLi4gCuugPP1RiL7uh7/PHH+c9//sP+/fupVasWa9asYe3atcXatHPGp+x1JTtmyF9J6k29dN3VccXeWRsz1JbMmCF/RsfoSX8y9Kartqo3jUX2/Kk5U38tI3pT9rqSHTPkT/Wm/jqlbT2rNu5Mytq1a2nYsCEvvvgily5dokePHhw8eJCxY8dSpkwZb4d3DQEBAd4O4YZ4Iz53ff7d99VVrVqV7t2707hxY+bPn8+BAwdYuXIl5cqV47333uPHH39ky5YtvPrqq8TFxTFt2jTy8vKwWCzXaAYEBFz1HXk3Ii8vjylTplC3bl1WrVpF2bJlee211zhw4AAPPvhgscflTF5kryvZMUP+zNibntZ1V8cVe2dtzFBbMmOG/Bkdoyf9ydCbrtqq3jQW2fOn5kz9tYzoTdnrSnbMkD/Vm/rrlLb1rNq4MxmHDx+mS5cuPPjggxw6dIj69euzceNGPvroI6neevJXkpKSvB3CDfFGfO76LPp+uKKNtfz8fIQQJCUl0aBBA4YNG8aRI0eYOXMmK1asYPDgwXTv3h0/Pz+CgoJ48cUX6dSpE59//jnvv//+Nfrnzp1jzJgxvPbaa1f5ux7ffvstt912Gy+88AIXL17k0Ucf5f333+ell16ibNmyTo3LmbzIXleyY4b8mbE3Pa3rro4r9s7amKG2ZMYM+TM6Rk/6k6E3XbVVvWkssudPzZn6axnRm7LXleyYIX+qN/XXKW3rWbVxZxIuXbrEyy+/TIMGDfj6668JDAzk7bffZu/evXTs2NHb4Sm8QEJCAo8++ijffvstUPjWG03TSElJwcfHh/vvv5/u3bvz4YcfcurUKR566CEACgoKHJt97777LgDvvPMOhw8fRtM0x511x44dY8WKFbzyyiuOz/7K0aNHefjhh7n//vtJSkoiKiqK7777jk8//ZQqVaoYkQaFQqFQKBQKhUKhUChKLGrjTnKEEHz++efUq1eP119/nby8PPr27UtiYiKjRo3C19fX2yEWi8qVK3s7hBvijfhc9VlQUABAXFwcX3zxBV999RVQ+JKSpk2b8vLLL3P8+HHCwsLo168f9evXx2azceDAAQB8fHywWq3YbDbq1KnDuHHjiI+PZ/bs2QCOR2YbN27MkCFDWLJkCbVr174qhsuXL/PKK69Qv359vvzySypUqMDUqVP57bffuOeee9wanzN2steV7Jghf2bqTaN03dVxxd5ZGzPUlsyYIX9Gx+hJfzL0phFzpjt+FIXInj81Z+qvpdaz8mOG/Kne1F+ntK1n1cadxBw8eJD/+7//49FHH+X48eM0adKEn376iSVLlpjubqaQkBBvh3BDvBGfMz5Xr15Np06dgMKNN4CuXbsyYMAAPvzwQzp37kxERASXLl2id+/elCtXDoA77riDXr16kZuby+bNm8nJyQEKN4SL7qB7/fXXqV69OkuWLHHcvVd0192ECRN46qmnHHEIIVi9ejX169dn4sSJ5Obm0rt3bw4ePMhzzz2Hn5+fS+NzNS+y15XsmCF/svemN3Td1XHF3lkbM9SWzJghf0bH6El/MvSmEXOmO34UhciePzVn6q+l1rPyY4b8qd7UX6e0rWfVxp2EZGdnM2bMGBo1asSGDRu46aabmDt3Ljt37uTOO+/0dngukZCQ4O0Qbog34nPG54oVK4iNjeXtt992/C04OJjIyEguXrzIhg0b6N69O6tWraJTp05UqlQJgMDAQB555BHatGnDsmXL2L17N1D4fXUWi8Vx997cuXO5cOEC48eP5/Lly1it1mtiTEpKonPnznTr1o3k5GQaNWrE5s2bWb58OVWrVnVrfK7ayV5XsmOG/Mnem97QdVfHFXtnbcxQWzJjhvwZHaMn/cnQm0bMme74URQie/7UnKm/llrPyo8Z8qd6U3+d0raeVRt3EiGEYMWKFURFRTFt2jRsNhuDBg0iKSmJoUOHOjZTFKUHm80GwMsvv8ytt97K888/T3p6OgCxsbHMnz+fqlWrYrPZiIiIoGnTpvj4+Fz1PXZRUVEMGzaMjIwMFi1aRFpamkO/6O69zp0706NHD/r374+/v/9VMeTk5DB27FgaNmzIt99+S8WKFZk1axa7d++mXbt2RqRBoVAoFAqFQqFQKBSKUonauJOE3377jfbt29OnTx/S0tK444472L59O/Pnz3fcPWVmZLrN9HrIevty0XfRNWrUiKeffpqCggKGDRsGQJs2bZg/fz4ffvght99+Ox9//DHr168nJCQEHx8fx6OwVquVTp060atXLz755BN++OEHx4Yg/G9zcNWqVQwdOtTxdyEEO3bsoG7dukyePJkrV64wcOBAkpKSeOaZZxybfu6Mz1072etKdsyQP1l705u66tGCko8Z8qceldVXRz0qaw5kz5+aM/XXUutZ+TFD/lRv6q9T2tazauPOy5w7d47o6GiaNm3Kli1buPnmm1m8eDG//PILLVq08HZ4uhEaGurtEG6IN+L7J59CCGw2m+NOy5EjR/Kvf/2LL774gq+//ho/Pz86duxI+/bteeGFF0hNTWXZsmWOO+2KfgNUqVKF/v37ExYWxoIFC4iPj3d89uc7OYUQCCHYv38/nTp1YsyYMZw4cYIWLVqwbds2Fi5cWOwv6XQ1p87YyV5XsmOG/MnYm97WdVfHFXtnbcxQWzJjhvwZHaMn/cnQm0bMme74URQie/7UnKm/llrPyo8Z8qd6U3+d0raeVRt3XsJut7N48WIiIyMdb/OMjo4mKSmJ/v37Y7GUrFOTmJjo7RBuiDfiu5HPopdHWK1Wzp07x5QpU1i7di1VqlQhMDCQkSNHAv/bdOvUqRNPPPEEn332GcuWLQMKv8fuz5t3LVq0YPDgwfz00098/vnnXLly5Rq/Fy5cICYmhiZNmhAbG0vFihVZsGABcXFx3HHHHbqNTy872etKdsyQP9l6UwZdd3VcsXfWxgy1JTNmyJ/RMXrSnwy9acSc6Y4fRSGy50/NmfprqfWs/Jghf6o39dcpbevZGz/rpvAIO3fuZPjw4Wzfvh2Adu3aMXv2bG677TYvR+Y5/vxopox4Iz6bzUZqaiqhoaH4+vpe9VnRY66LFy8mJiaGgIAAAgMDuXTpEna7naNHjzJp0iTGjRuH3W6nYsWKREdHs2HDBtauXUvPnj1p0aIFmqaRlZXFpUuXCA8P56GHHiIvL4+hQ4de5dNut7Ns2TLGjBlDRkYGFouFYcOG8X//93907drV5fF52k72upIdM+TPW70ps667Oq7YO2tjhtqSGTM/pYDNAAAgAElEQVTkz+gYPelPht40Ys50x4+iENnzp+ZM/bXUelZ+zJA/1Zv665S29WzJuq1LcjIzMxk0aBAtW7Zk+/bt3HLLLY63hZbkTTuAoKAgb4dwQ4yOTwjB2rVrqV69Ops3b77uMd9//z3R0dHUrVuX+fPn8+uvv7Jjxw5mzZoFwEsvvcTRo0exWCwIIWjYsCExMTEcPHiQZcuWceLECeLi4oiJiaFv376cOHGCqKgoXn75ZSpVqoTdbgdg9+7dtG3bln79+pGRkUGbNm3YuXMnc+bMoXr16i6P0dWcOmMne13Jjhny540YPeVTL113dVyxd9bGDLUlM2bIn9ExetKfDL1pxJzpjh9FIbLnT82Z+mup9az8mCF/qjf11ylt61m1cWcANpuNuXPnEhkZyXvvvYePjw9jxozh4MGDPP744467q0oyYWFh3g7hhhgdn6ZpBAcH4+/vz6FDh656pLWIr776ikuXLjFlyhQ6d+6Mj48PQUFB9OvXj9deew2A4cOHO/R8fX156qmnuPvuu5k9ezYdO3bkscceY+nSpTRu3JiqVas6tIUQnD17lqFDh9KiRQu2bt1KaGgoS5cu5aeffqJp06aAe3lx1dYZO9nrSnbMkD9vxOgpn3rpuqvjir2zNmaoLZkxQ/6MjtGT/mToTSPmTHf8KAqRPX9qztRfS61n5ccM+VO9qb9OaVvPqo07D/Pzzz/TokULhg8fztmzZ7nnnnv47bffmDJlCgEBAd4OzzAOHz7s7RBuiJHxFd3p1rx5c+Li4hgyZMg1m7fZ2dn88ssvlCtXjkaNGgGFG8BF330YExND69at+fbbb1m9erXj80qVKhETE0P37t255ZZbaN++PYcPH2b69OkObZvNxoIFC4iMjGTevHlYLBZiYmJISkriySefvCoWd/Liqq0zdrLXleyYIX/eiNFTPvXSdVfHFXtnbcxQWzJjhvwZHaMn/cnQm0bMme74URQie/7UnKm/llrPyo8Z8qd6U3+d0raeVRt3HiItLY2nnnqKtm3bsnfvXmrUqMHnn3/O+vXrqVu3rrfDM5z8/Hxvh3BDjIyvaPPNz8+Phg0bcuTIEfr160dCQoLjmICAAIKCgihXrpzjgmG1WrFYLNhsNvz9/Rk6dChQ+FITu92O1WolPz8ff39/VqxYwZo1a/jwww+pWbMmNpsNu93O1q1badmyJUOGDCErK4tOnTrx66+/8tZbbxEYGHhNrO7kxVVbZ+xkryvZMUP+vBGjp3zqpeuujiv2ztqYobZkxgz5MzpGT/qToTeNmDPd8aMoRPb8qTlTfy21npUfM+RP9ab+OqVtPas27nRGCMH06dOJiopi2bJllClThvHjxxMfH0+3bt1KxWOx10P2uwuNiq/obrsin3a7nY8//pilS5eyZMkSLl++DEBeXh716tUjMzOTvXv3XqVRVEO33norQUFBpKamMnr0aKBwcy8gIMDxGwrvsMvMzGTgwIG0adOG3bt3Ex4ezscff8z3339PgwYN/jZed/Liqq0zdrLXleyYIX/eiNFTPvXSdVfHFXtnbcxQWzJjhvwZHaMn/cnQm0bMme74URQie/7UnKm/llrPyo8Z8qd6U3+d0raeVRt3OnPs2DGeffZZsrOz6dq1K/Hx8UycOJFy5cp5OzSvEh4e7u0QbohR8RXdbffjjz8ihMBisdCtWze6dOnCu+++y7Zt2xBCUKZMGdq3b0/ZsmWZOXMmR44cuUbj0KFDWK1WateuzYwZM0hOTsZqtV41loKCAt555x0iIyNZsmQJfn5+jBs3joMHD9K9e/d/3Eh2Jy+u2jpjJ3tdyY4Z8ueNGD3lUy9dd3VcsXfWxgy1JTNmyJ/RMXrSnwy9acSc6Y4fRSGy50/NmfprqfWs/Jghf6o39dcpbetZtXGnM/n5+dx6662sXbuWL7/8klq1ank7JClITk72dgg3xMj45s2bR4cOHfj6668BiIqK4oknnsDPz49p06aRnp4OwCOPPEKPHj2Ij4/npZdeYvv27UDhXZ1bt25lxowZDBs2jDfeeINFixYRERFx1VhiY2Np2rQpo0aN4sKFC9x///3s37+fN954g/LlyxcrVnfy4qqtM3ay15XsmCF/3ojRUz710nVXxxV7Z23MUFsyY4b8GR2jJ/3J0JtGzJnu+FEUInv+1Jypv5Zaz8qPGfKnelN/ndK2nvXxdgCyomnaMOA5IAw4AIwSQmz5J7tKlSqxf/9+ypQp4+kQTUXRI6Cy4on4bDYbVqv1mr/XqVOHMmXKcOLECcff7rnnHp588klmzpzJ6tWr6d+/P2XKlOHZZ5/l/PnzrFq1ih9++IH+/fuTlZXF7t27OXHiBJ06daJ9+/ZX6R8/fpwZM2awatUqAGrWrMnMmTN58MEHnX5U2528uGrrjJ3sdSU7ZsifN2L0lE+9dN3VccXeWRsz1JbMmCF/RsfoSX8y9KYRc6Y7fhSFyJ4/NWfqr6XWs/Jjhvyp3tRfp7StZ9Udd9dB07SewExgEtAU+AVYp2la9X+yDQ4OVpt218Hf39/bIdwQT8RXtGl36NAhcnNzHX+vUqUKYWFhfP/9946/BQUF0bNnTxo3bsy0adM4dOgQAI0aNWLevHmMGTMGX19f3nzzTd5//32sVitfffXVVZt2+fn5TJkyhb59+7Jq1SrKli3Lq6++Snx8PF26dHHp+xXdyYurts7YyV5XsmOG/HkjRk/51EvXXR1X7J21MUNtyYwZ8md0jJ70J0NvGjFnuuNHUYjs+VNzpv5aaj0rP2bIn+pN/XVK23pWbdxdnxhgiRDiPSFEghDiGSANGOrluExL0WOcsuKJ+C5evEjv3r1p2rQpkyZNcvy9QYMGNGjQgGPHjrF+/XrH3++44w4GDBhASkoKc+fOJTs7G4DQ0FAmT57Mtm3b2L59Oz///DNxcXHcfvvtCCEQQrB+/XoaNWrECy+8wOXLl3nkkUdISEjg5ZdfpmzZsi6PwZ28uGrrjJ3sdSU7ZsifN2L0lE+9dN3VccXeWRsz1JbMmCF/RsfoSX8y9KYRc6Y7fhSFyJ4/NWfqr6XWs/Jjhvyp3tRfp7StZ025cadp2mOaps3WNG2LpmkXNE0TmqZ9+A824ZqmLdY07aSmaXmapiVrmjZD07Sb/nKcH9Ac+O4vEt8BbfQdSekhNTXV2yHcEGfjKygoAAq/bw6ufltsEcePH2fVqlVcunSJ119/nXfffZfz588D8NRTTwEQHx+PEAK73Y6maXTp0oUuXbqwePFifv75Z4eWEILw8HCaNWtGy5YtHTEcO3aMRx55hPvuu4+kpCSioqJ45513+Oyzz3S50Lhz3ly1dcZO9rqSHTPkzxsxesqnXrru6rhi76yNGWpLZsyQP6Nj9KQ/GXrTiDnTHT+KQmTPn5oz9ddS61n5MUP+VG/qr1Pa1rOm3LgDXgJGAE2AE/9wLJqm1QZ2Af2B7cDbwBFgJLBV07SQPx1eCbAC6X+RSQequB15KaXo7jFZKW58Fy9eZNCgQXz22WcIIdA0Dbvd7njTaxFCCOrVq0e3bt246aab6NGjByNGjGD27NlcunSJli1bEhwcTGxs7FWPsEZERNCvXz9uvvlmXn31VcfF4q+PuV6+fJlJkyZRr149Vq9eTfny5Zk6dSq//fYbDRo0cDMb/8Od8+aqrTN2steV7Jghf96I0VM+9dJ1V8cVe2dtzFBbMmOG/Bkdoyf9ydCbRsyZ7vhRFCJ7/tScqb+WWs/Kjxnyp3pTf53Stp4168bdf4BIIJDiPb46F6gMRAshHhZCvCCE6EThBl4U8IbHIlUA4Ofn5+0Qbkhx49u2bRsLFy5k4cKFHD58GACLxcKlS5fo06cPy5cvB/630XbfffeRlZXF888/z8CBA3njjTcYP348VatWpWbNmqxdu5bff/8di8XiuIuvY8eOdOnShW3btpGWlnaVfyEEX375JfXr12fChAnk5ubSu3dvEhMTee655/Dz89M11+5ouWrrjJ3sdSU7ZsifN2L0lE+9dN3VccXeWRsz1JbMmCF/RsfoSX8y9KYRc6Y7fhSFyJ4/NWfqr6XWs/Jjhvyp3tRfp7StZ025cSeE2CSE+F0UPad4A/642+5eIBmY85ePJwAXgSc1TSv/x98yARsQ+pdjQ4FT7sRdmqldu7a3Q7ghxY2vRYsWjB8/nk2bNrF69WrHm2Y2btzIRx99xPDhw1mwYAGXLl0CoEaNGgQHB7Nu3TreeecdnnrqKaZPn868efO47bbbsNvtrF27FgAfHx+EEFSoUIFnn32WjIwMbr/9dofvpKQkOnfuzMMPP0xycjKNGjUiNjaW5cuXU7VqVafHUhzc0XLV1hk72etKdsyQP2/E6Cmfeum6q+OKvbM2ZqgtmTFD/oyO0ZP+ZOhNI+ZMd/woCpE9f2rO1F9LrWflxwz5U72pv05pW8+acuPOSTr+8fs7IcRVX0QmhMgGfgbKAa3++Fs+hY/V3vMXnXsofLuswgX+eueYbBQ3vooVK/Loo4/SvHlz3n33XXbu3AnAgw8+yNq1a4mIiOA///kP06dPB6BDhw5UrlyZzZs3Y7fbmThxIjExMTz33HPEx8cDkJyc7HjrbNGderVq1aJSpUrYbDZycnIYO3YsDRs25Ntvv6VixYrMmjWL3bt3X/VWWWfHUhzc0XLV1hk72etKdsyQP2/E6Cmfeum6q+OKvbM2ZqgtmTFD/oyO0ZP+ZOhNI+ZMd/woCpE9f2rO1F9LrWflxwz5U72pv05pW8+Who27qD9+J/3N57//8TvyT3+bDvTTNO3fmqbV0zRtJnALMM9DMZZ4zp075+0Qbsg/xWez2Rz/Xa9ePWJiYkhLS2Pp0qWcOFH4NYv33nsvy5cvp0KFCowfP545c+bg5+dH37592bZtG2fPnqVKlSq8+eab9OnThwMHDgDw0UcfXfc2XCEEn376KXXr1mXy5MlcuXKF/v37k5SUxDPPPIOPj49LY3EGd7RctXXGTva6kh0z5M8bMXrKp1667uq4Yu+sjRlqS2bMkD+jY/SkPxl604g50x0/ikJkz5+aM/XXUutZ+TFD/lRv6q9T2tazWjGeNpUaTdM6AJuA5UKIJ67z+QLgaeBpIcTC63z+BjAOGCeE+O+f/j4MGAOEAfuB/wghfvybGAYBgwBuvvnm5h9//LG7wypx5OTkUKFCBW+H8bfcKL4/v3zip59+Iicnh8zMTHbs2EFycjLR0dF06NABq9UKwM6dO1mwYAEpKSn06dOHiIgIpk6dSv/+/enWrRsAly5dYvHixXz++efUqlWLmTNnUq5cOccdd0ePHmXWrFns3bsXgMjISEaOHEn9+vXdGouzuKPlqq0zdp46trRghpx4I0ZP+dRL110dV+ydtVG96R5myInRMXrSnwy9acSc6czxZqhBbyB7XtScqb+WWs/KjxlyonpTfx3Z1rMdO3bcJYRo4VRAziCEMPUP0AEQwId/8/mCPz7/9998/sYfn4/VI57IyEihuJb09HRvh3BD/im+Y8eOiXvuuUeULVtWNGnSRFStWlXccsstQtM00blzZ3HgwIGrjv/555/F7bffLnx9fcVDDz0kbr/9dtGtWzeRm5vrOCY+Pl789ttvV9mdO3dO/Oc//xFWq1UAIjg4WMyfP18UFBToNhZncEfLVVtn7Jw5dtOmTS5EU7KRvS+F8E6MnvKpl667Oq7YO2ujetM9VG8a60+G3jRiznTmeNWX10f23lRzpv5aaj0rP7L3pRCqNz2hI9t6FtgpPLjvVRoelT3/x++Kf/N50d/luQ+yBJKenu7tEG7IjeLLz89nxIgRxMbG8tJLL7Fy5UpSU1NZuXIlLVq0YN26dXz++efk5OQ4bNq0acOnn35KjRo1WLt2LTt37uTMmTMcP37ccUxBQQGNGjVy+Fi6dClRUVG8/fbbCCEYOnQoSUlJDBo0yHE3n7tjcRZ3tFy1dcZO9rqSHTPkzxsxesqnXrru6rhi76yNGWpLZsyQP6Nj9KQ/GXrTiDnTHT+KQmTPn5oz9ddS61n5MUP+VG/qr1Pa1rOlYeMu8Y/fkX/zeZ0/fv/dd+ApdODMmTPeDuGG3Ci+HTt28PXXX/PII4/w4osvUrduXQDatWvHtGnTaNmyJQsWLGDHjh0Om4KCAqpXr86CBQt44IEHANiyZQvnz593HFPkc8+ePXTs2JG+ffuSnp5OmzZt2LlzJ3PnziUkJETXsRip5aqtM3ay15XsmCF/3ojRUz710nVXxxV7Z23MUFsyY4b8GR2jJ/3J0JtGzJnu+FEUInv+1Jypv5Zaz8qPGfKnelN/ndK2nr3+t9uXLDb98fteTdMs4k9vltU0LQC4E7gEbPNGcAo5sNvtf/tZ0csn7rmn8EXD+fn5+Pj4YLFYaNu2LYMGDWLo0KF88MEH1KlTh/DwcMd34nXs2JEqVarg4+NDmzZtaNHif4+9X7hwgWHDhjFv3jyEEISGhjJt2jSeeOIJx3fdKRQKhUKhUCgUCoVCoSi9lPiNOyHEYU3TvgPuBYYDs//08USgPDBfCHHRG/GVFurVq+ftEK6L3W5H0zQaNGjwt8cUvQZ63759AI43wAohsFqttGrViurVq/Pll1/SoUMH+vTpg6+vr+OlFvXq1eOTTz5xbMYVFBSwePFixo4dS1ZWFlarlZEjRzJ+/HgqVvy7J7qLj565dkfLVVtn7GStK7Nghvx5I0ZP+dRL110dV+ydtTFDbcmMGfJndIye9CdDbxoxZ7rjR1GI7PlTc6b+Wmo9Kz9myJ/qTf11Stt61pQbd5qmPQw8/Mf/Vvnjd2tN05b88d+ZQojRfzIZBvwCzNI07W4gAbgD6EjhI7Iv6hBTF6BLpUqVSE9P58yZM2RkZACFbwTNzs52bADVrl2b/Px8UlJSAIiIiAAgOTkZgGrVquHn58fhw4cBCAsLIyAggKSkwqd5K1euTEhICAkJCQCEhIQQGhpKYmIiNpuNoKAgwsLCOHz4MPn5+QQEBBAeHk5ycjKXL1/G39+fiIgIUlNTyc7Oxs/Pj9q1a5OWlsa5c+ewWq1ERUU5xgGFRevOmHJzc2nQoIFUY6pbty5ZWVlkZGTw3XffcerUKcqXL09ERARNmzalTp065OfnExwcjNVqZfPmzWzatAlN0xBCUL16dfz8/MjIyKBMmTKcP3+eRYsWceXKFerUqXPNmIKDg0lJSeHZZ58lMbHwCe4777yTIUOGEB4ezqFDh3Q5T3FxcQQGBupSexcvXqRp06YunaekpCQaNWrk9JgAMjIyilV7ycnJ3H333cUaU9EbemWoPXf7Sa9rxPfff0/VqlWlHtN3331HRESEoedp165dRERE6D4md/rpz2PatGkTVapUMfQaERsbS0RERLFrb926dURERBRrTFlZWcTFxUlXe968RlgsFunHlJeXV2LWEQkJCdSrV8/t2gM4d+6cS+cpOTmZ1q1bOz2mCxcuOFV7BQUFxRrTn99qL1vtefMa4ep5MmpMW7duJSIiwtDz5Op6z5P99NcxJScn07JlS0Pn3OTkZO6///5i1d6WLVuIiIgo1pgyMzOJjY2Vrva8eY24ePGi9GPKzMw0/Dzp+W9CvfpJz3UEOH+NKJrzi1t7586dIykpqVhj8jiefPOFp36AVyh8E+zf/SRfx6Ya8D6QBuQDx4AZwE16xqbeKnt9ZHoD0p/f0JqTkyP69+8vNE0TPj4+QtM04e/vL8aOHSvOnz8vhBAiMzNT9OrVS5QpU0ZMmTJF2Gy2q3Ty8vJE69atRefOnYWmaeKll14SeXl5V/lMT08X/fv3d9RoeHi4GD9+vLDb7bqPT89cu6Plqq0zdp46trRghpx4I0ZP+dRL110dV+ydtVG96R5myInRMXrSnwy9acSc6czxZqhBbyB7XtScqb+WWs/KjxlyonpTfx3Z1rOot8peixDiFSGEdoOfiOvYpAgh+gshwoQQfkKIGkKIUUKIs14YgsKLFN3VdeXKFT777DM2btxIjx49WLduHcuXL+e2225j8uTJLFiwACi8U+7JJ5+kUqVKTJ06lSVLljh0MjIymDp1KikpKQwePJhp06YxatQox+O0BQUFzJo1i8jISN5//318fX0ZO3YsCQkJdOzYUX2XnUKhUCgUCoVCoVAoFIq/xZSPyirMR2Tk373U13iOHTtGr169eOihh5g3bx73338/zz77LLfeeisArVu3pl69esyePZuOHTvSvHlz2rZty+uvv86AAQMYPHgwmzdvJjQ0lEOHDrFp0yb69u1L586d8fEpbCm73c6WLVsYMWIE+/fvB+C+++5j5syZjlx4Kid66rqj5aqtM3Yy1ZUZMUP+vBGj7L3pro4r9s7amKG2ZMYM+TM6Rk/6k6E3jZgz3fGjKET2/Kk5U38ttZ6VHzPkT/Wm/jqlbT2rNu4UhpCdne3tEBykpqZy5MgR3nnnHYKCgpg8eTKnTp3Cbrdjs9mIiIhgypQpjBo1ipkzZ7J06VICAwPp168feXl5fPjhhyxbtgxfX1/KlSvHqFGjmDBhwlX6Y8aMYeXKlQDUrFmTGTNm0KVLl6vusPNUTvTUdUfLVVtn7GSqKzNihvx5I0bZe9NdHVfsnbUxQ23JjBnyZ3SMnvQnQ28aMWe640dRiOz5U3Om/lpqPSs/Zsif6k39dUrbetaUj8oqzEfRl0YaReFj5tenWbNmjB8/njNnznDkyBFOnjxJWloamqY57piLjo6mSZMmLF++nFWrVjlsBw8eTGxsLPv372fDhg0cPHjQsWl3+fJlpk6dSt26dVm5ciVly5Zl4sSJHDhwgK5du17zWKyncqKnrjtarto6Y2d0XZU0zJA/b8Qoe2+6q+OKvbM2ZqgtmTFD/oyO0ZP+ZOhNI+ZMd/woCpE9f2rO1F9LrWflxwz5U72pv05pW8+qjTtFiaOgoMCxSVZQUHDN5/7+/tx777088MADCCHYtWsXQgg0TUPTNIfNu+++ixCCmTNnkp6eDhR+L57VaqV+/fq0a9eO0NBQbDYb69evp0mTJjz//PNcvHiRbt26kZCQwPjx4/H39zdu8AqFQqFQKBQKhUKhUChKDNqN7kxSFB9N07oAXSpVqvT0/v37pXtNtrdf/W21WomIiPDomKpXr87JkyfJzs7Gx8eHH374gd27d5OXl0fLli3p06cP+fn5jjEdP36c6OhoGjZsyOOPP063bt0cY7Lb7dSpU4fnn3+eVatW0b17d6ZMmXLNeUpPT+eFF15gy5YtANSqVYvBgwfTsmXLfxxTbm4uTZs21f087d+/3/ECDndrr0jDlfOUmppK7dq1nR5ThQoV8PHxKVbtZWRk0Lp162KN6bPPPqNJkyYlop/0ukb88ssv3HTTTVKP6aeffqJy5cqGnqeEhAQqV66s+5jc6ac/jykuLo7AwEBDrxHbt2+ncuXKxa69zZs3O/77n8Z07NgxqlatKl3tefMaERgYSNmyZaUek6+vL0KIErGOOHbsGDVq1HC79sqXL09gYKBL5ykjI4PGjRs7PSa73U5ubm6xa69s2bJYLJZ/HNN3331HkyZNpKw9b14jXD1PRo3p119/pXLlyoaeJ1fXe57sp7+OKSMjg4YNGxo652ZkZNC+ffti1d6uXbuoXLlysca0b98+KlWqJF3tefMaoWkaV65ckXpMubm5XLhwwdDzpOe/CfXqJz3XEa5cIzIzM7l8+XKxa6+goICcnJxijaljx467hBAt8BSefGVtafyJjIwUims5dOiQYb6++OILER4eLvz8/ERoaKi46aabhNVqFY8//rg4deqU47gzZ86ImJgYYbVaxYQJE0Rubq7jM5vNJoQQIicnR2iaJrp16yYuX77s+PzSpUti4sSJomzZsgIQ5cuXF1OmTBF5eXnFjtNTOdFT1x0tV22dsXPmWDO8Kt5ojOxLV/FGjLL3prs6rtg7a6N60z1UbxrrT4beNGLOdOZ41ZfXR/beVHOm/lpqPSs/svelEKo3PaEj23oW2Ck8uM+kHpVVGELRzreriL/cGWq32685Jjc3l8mTJzNo0CAiIyOZM2cO27ZtIysrixEjRrBq1aqrXiIRHBxM7969qV+/Ph988AH79u1zfGaxWCgoKKB8+fIcOnSIzz//nLJlyyKE4KuvvqJBgwZMmDCB3NxcHn/8cRITExkzZgx+fn7FHpO7OTFC1x0tV22dsfNUDksLZsifN2KUvTfd1XHF3lkbM9SWzJghf0bH6El/MvSmEXOmO34UhciePzVn6q+l1rPyY4b8qd7UX6e0rWfVxp1CaoQQ2Gw2x3fWFd0K+9eNPICdO3cyd+5c2rZty9SpU/n3v/9NREQEp0+fJjExEU3TWLJkCevWrXPYNGrUiOHDh5OSksKKFSsct+IKIRwvqqhVqxYACQkJPPDAAzz00EMcPXqUhg0bEhsby4oVK6hatapH86BQKBQKhUKhUCgUCoWi9KE27hSGUPSMuTMUbdhZrVYSExMZOHAgjzzyCM2aNaNv376kpqZedfy5c+d48MEH+eCDD2jevDkAEydOpEqVKiQkJNC7d2/y8/OZOHEiNpsNAD8/P+6//37uu+8+5syZw4YNGwCuegPsxYsXGTduHE2aNGHdunUEBgYyc+ZM9uzZQ/v27V3MiGs5MVrXHS1XbZ2x81QOSwtmyJ83YpS9N93VccXeWRsz1JbMmCF/RsfoSX8y9KYRc6Y7fhSFyJ4/NWfqr6XWs/Jjhvyp3tRfp7StZ328HYBC8VfEH294LfoyzZiYGGbMmEFwcDCBgYGcPn2avXv3Uq5cOSZNmuT4gtYHHniADh06UKFCBRITE4mOjiY2NpbevXvz9NNP065dO06ePMmmTZt48803ef755wGoXr06Xbt2Zf/+/QQEBFwVx6effkpMTIxjk7B///7897//JTQ01OCsKBQKhUKhUCgUCoVCoShtqDvuFIZQ9DaX4lB0twr61LwAACAASURBVNuXX35JlSpVmDdvHkOGDOGjjz7iyJEjrF+/nqioKN5//33Ho61FdhUqVABgwYIFxMbGMnr0aCZPnky7du0AaNWqFQAzZ87k4MGDDtsaNWqQmJjIAw88AMCBAwe4++676dGjB6mpqTRr1oytW7eyePFi3TbtnMmJt3Td0XLV1hk7T+WwtGCG/HkjRtl7010dV+ydtTFDbcmMGfJndIye9CdDbxoxZ7rjR1GI7PlTc6b+Wmo9Kz9myJ/qTf11Stt6Vm3cKaTj4sWL9OjRg27dulGjRg0+/vhjXn31Ve6++24A2rRpw5133onNZrtq466Iffv2sWTJEjp06MAbb7xx1ffPJScnU6VKFU6dOsUzzzzj+HuZMmUoU6YMWVlZxMTE0LhxYzZt2kRwcDDz589n+/btjk0/hUKhUCgUCoVCoVAoFAojUI/K6oSmaV2ALpUqVSI9PZ0zZ86QkZEBQGRkJNnZ2Y4XK9SuXZv8/HzHW0qKnp0u2tGtVq0afn5+HD58GICwsDACAgJISkoCoHLlyoSEhJCQkABASEgIoaGhJCYmYrPZCAoKIiwsjMOHD5Ofn09AQADh4eEkJydz+fJl/P39iYiIIDU1lezsbPz8/KhduzZpaWmcO3cOq9VKVFSUYxwA9erVc2tMdrudlJSUYo3p5MmTpKenO/5eoUIFUlNTsdlsHD58mJycHPbt20etWrVIS0vjm2++ISQkxDGm3377jbNnzxIQEMDWrVvJy8vDarWSkpLChg0b6Nu3L+vWraNVq1bEx8eTkZFBSkoKM2fO5PXXXyczMxNN03jyySeJjo4mJyeHLVu26H6esrOzSU9P1/085ebmEhsbq0vtXblyhZMnT7pUeydOnGDXrl1Oj6lcuXLs27evWLV34sQJUlJSijWmvXv3lph+0usacfr0aWJjY6Ue04kTJ4iNjTX0PBX51HtM7vTTn8d05swZYmNjDb1GFOWkuLVXdHxxxpSVlUVcXJx0tefNa4S/v79jfpJ1TP7+/uzatUvKdYSzYzpx4gRxcXFu156fnx+JiYkunacTJ06QmJjo9Jj8/f355Zdfil17/v7+7N279x/HVDRnylh73rxGuHqejBpT0bXXyPPk6nrPk/301zGdOHGC+Ph4Q+fcEydOFPvfhEXnrThjyszMdMzhMtWeN68R/v7+0q8j/P39HefNqPOk578J9eonPdcRrlwjrFarIyfFqb1y5cqxZcuWYo3J4wgh1I+OP5GRkUJxLcePH3fq+HXr1onq1auL6tWriy+//NLx919//VWMGDFCaJom6tevL5o1ayYaNmwo3n77bWGz2YQQQpw6dUq0bdtWVKtWTSxevFgcPXpULFq0SLRq1Uq0aNFC5OXlOY4VQojdu3eL5s2bC0AAonXr1mLXrl36DPwGOJsTb+i6o+WqrTN2zhy7adMmF6Ip2XiqBvXEGzHK3pvu6rhi76yN6k33UL1prD8ZetOIOdOZ41VfXh/Ze1PNmfprqfWs/Mjel0Ko3vSEjmzrWWCn8OA+k3pUVmEIRbv1xaVVq1Y8+eSTpKSksHTpUn777TdWrlzJ008/zZw5c3jggQcYNmwYERERZGZmEhMTw2uvvQZAUFAQzz33HJcvX2bgwIE0btyYQYMGcfr0ad566y38/PywWCycOXOGoUOH0qJFC3bt2kXlypVZsmQJP/30E82aNfNEGq7C2Zx4Q9cdLVdtnbHzVA5LC2bInzdilL033dVxxd5ZGzPUlsyYIX9Gx+hJfzL0phFzpjt+FIXInj81Z+qvpdaz8mOG/Kne1F+ntK1n1aOyCikJCgriscceIzY2ltWrV5OSksKuXbuoVasW33//PZ06dQJgyJAhfPLJJ/Tu3ZuJEyfSq1cvoqKi6Nq1K5999hlff/01p0+fpnnz5owYMQIAm83GokWLGDduHGfOnMFqtfLYY4+xcOFCKlas6M1hKxQKhUKhUCgUCoVCoVA4UBt3CkOoXLmy0zYNGjRg4MCB7N+/nx07djBkyBDmzp0LFH7XjcViwWKx0KVLFzp37sw333zDli1biIqKAqBdu3a0a9eOgoICfHwKS/3nn39m1KhR7Ny5E4AOHTowe/ZsfH19Dd+0CwsLk17XHS1XbZ2x81QOSwtmyJ83YpS9N93VccXeWRsz1JbMmCF/RsfoSX8y9KYRc6Y7fhSFyJ4/NWfqr6XWs/Jjhvyp3tRfp7StZ9WjsgpDCAoK4uLFi0yYMIHdu3cXy8bX15e7776bRx99FIDAwEDsdjsAmqZht9vRNI3y5ctT+Fj59ZvLx8eH9PR0BgwYQNu2bdm5cydVq1Zl1apVbNy4kYYNGxIQEKDTSIuPp3zqqeuOlqu2zth547yVJMyQP9Wb+uu4Yu+sjRlqS2bMkD+jY/SkPxl604g50x0/ikJkz5+aM/XXUutZ+TFD/lRv6q9T2tazauNOYQiLFi2iWrVqvPbaayxevJgLFy4Uy6569er07t2bmjVrsmTJEj755BOg8KUqFkth+e7Zs4dff/2VRo0a0apVq6vsCwoKmD17NlFRUbz//vv4+voyduxYDh48SM+ePdE0DcDxNhkj8ZRPPXXd0XLV1hk7b5y3koQZ8qd6U38dV+ydtTFDbcmMGfJndIye9CdDbxoxZ7rjR1GI7PlTc6b+Wmo9Kz9myJ/qTf11Stt6Vm3cKQzhyJEjnDt3jptvvplFixaxadMmx11yf0fR5y1btqR///5kZGSwZMkSUlNTsVgsXLhwgTVr1jB8+HCysrIYOHAgISEhDrsff/yRZs2aER0dzfnz57nvvvvYv38/kyZNokKFCh4fs0KhUCgUCoVCoVAoFAqFO6iNO4VHKdpEa9WqFWXKlKFFixaEhIQwbdo0UlNTb2hbdDdcQEAA3bp1o2PHjmzcuJFly5Zx4MABJk+eTL9+/YiPj+e9994jOjoagLS0NPr06UP79u3Zt28fERERrF69mm+++YbIyMjr+nLlO/jcxVM+9dR1R8tVW2fsvHHeShJmyJ/qTf11XLF31sYMtSUzZsif0TF60p8MvWnEnOmOH0UhsudPzZn6a6n1rPyYIX+qN/XXKW3rWfVyCp3QNK0L0KVSpUqkp6dz5swZMjIyAIiMjCQ7O5u0tDQAateuTX5+PikpKQBEREQAkJycDEC1atXw8/NzvH44LCyMgIAAx62alStXJiQkhISEBABCQkIIDQ0lMTERm81GUFAQYWFhHD58mPz8fAICAggPDyc5OZnLly/j7+9PREQEqampZGdn4+fnR+3atUlLS+PcuXNYrVaioqIc4wCoV6/eDcdUs2ZNCgoKOH78OJqmXTMmm82Gn58fvr6+1K1bl40bNzJ//nzat2+Pr6/vP44pICCAxx57jF27dvHWW2/x7rvvkpqayr333svIkSMJDg4mJSWFadOmsXDhQi5fvkzZsmXp168fDz/8MOXKleP06dN/O6asrCyCgoIMPU82m42QkBDdz1NmZiaxsbG61J6vry8nT550qfZOnTrF5cuXnR7TTTfdxL59+4pVe1lZWQQEBBRrTHv37jVNPxl1jThy5AgZGRlSj+ngwYNkZGQYep5+//13MjIydB+TO/305zEdO3aMjIwMQ68RReehuLVXdHxxxpSVlUVcXJx0tefNa0SlSpWIj4+Xekzly5dn165dhp0nf39/UlJSPDKmEydOkJ2d7Xbt3XTTTSQmJrp0nrKysrBarU6PycfHh19++aXYtRcYGMjevXv/cUxFc6aMtefNa4Sr58moMRVde408T66u9zzZT38dU1ZWlmMcRs25WVlZhISEFKv2is5bccb05zlcptrz5jWiTJky0q8j7Ha747wZdZ70/DehXv2k5zrClWtEbm6uIyfFqT1N09iyZUuxxuRxhBDqR8efyMhIUZqw2+2O/z569KhITU297mcbN24UN998sxg9erT48ccfRXh4uKhatarYsWNHsX2dPHlSDBw4UGiaJho3biy2bNni+Oybb74RUVFRAhCAePjhh8WRI0eKrb1p06ZiH6sXnvKpp647Wq7aOmPnqWNLC2bIiepN/XVcsXfWRvWme5ghJ0bH6El/MvSmEXOmM8eboQa9gex5UXOm/lpqPSs/ZsiJ6k39dWRbzwI7hQf3mdSjsgq3KHqcddy4cdSqVYtOnTo5XiBR9JkQgtzcXBo1asR3333HXXfdxdNPP83JkyeZPXs2586dK5avsLAwnnrqKVasWMHevXtp27YtR48e5ZFHHqFz584kJiZSp04d1q1bxxdffEHNmjU9M2iFQqFQKBQKhUKhUCgUCgNQG3cKt9m8eTOTJ08GICUlhREjRvDyyy9z5coVoHADLzw8nNDQUNLS0jh58iR9+vThrrvuYvny5axfvx673X5DH+KP78pr164dvXr1Ijc3l1deeYX69evzxRdfUL58eSZPnsy+ffu47777nB5DSEiI0zbu4imfeuq6o+WqrTN23jhvJQkz5E/1pv46rtg7a2OG2pIZM+TP6Bg96U+G3jRiznTHj6IQ2fOn5kz9tdR6Vn7MkD/Vm/rrlLb1rNq4U7hN+/btGTBgAJqm0a5dOzp06MAbb7xBv3792LdvHwChoaF06tSJzMxMLl68SO3atenbty/lypVj+vTpHDt27IY+/nz33po1a2jQoAETJ04kNzeXXr16cfDgQZ5//nnKlCnj0hhCQ0NdsnMHT/nUU9cdLVdtnbHzxnkrSZghf6o39ddxxd5ZGzPUlsyYIX9Gx+hJfzL0phFzpjt+FIXInj81Z+qvpdaz8mOG/Kne1F+ntK1n1cad4h8putvtRowdO5agoCB+/fVXunfvzuzZs1m1ahVdu3blxx9/JCEhgfDwcADWr18PQI8ePXjsscfYsWMHS5cuJTc394Y+fv/9dx588EG6du3KkSNHaNCgAZs2bWLlypUObVdJTEx0y14mn3rquqPlqq0zdt44byUJM+RP9ab+Oq7YO2tjhtqSGTPkz+gYPelPht40Ys50x4+iENnzp+ZM/bXUelZ+zJA/1Zv665S29azauFPcEJvN5rjbraCgALj+Rl7t2rV5+eWXSU9P54MPPmD48OGsXLkSPz8/unTpwvLly2nYsCEA58+fx2azUaFCBfr370+dOnV499132b1793VjuHjxIi+++CINGzbkm2++ITAwkBkzZrBnzx46dOig2ziNxlM+9dR1R8tVW2fsvHHeShJmyJ/qTf11XLF31sYMtSUzZsif0TF60p8MvWnEnOmOH0UhsudPzZn6a6n1rPyYIX+qN/XXKW3rWbVxp7ghVquVs2fPMmrUKGbNmsXFixcdG3l/ZfDgwdx5552sXbuW+fPn06NHDzZs2EDjxo1ZuHAhY8aMwdfXlz179mC1WgG466676N+/PxkZGYwfP56zZ8869IQQfPLJJ9StW5dJkyaRn59Pv379SEpKYuTIkfj6+uo2zqCgIN20vO1TT113tFy1dcbOG+etJGGG/Kne1F/HFXtnbcxQWzJjhvwZHaMn/cnQm0bMme74URQie/7UnKm/llrPyo8Z8qd6U3+d0rae9fF2AAq5uXjxIp06deLXX3+lbNmybNu2jdmzZzue9xZCODby/P39ee211+jUqRNvvfUWbdu2pUGDBixZsoTFixczadIkAC5dukR2djbly5fHYrHQs2dP1q9fT8uWLbnpppsAiI+P55lnnmHjxo0ANGvWjHfeeYfWrVt7ZJxhYWEe0fWGTz113dFy1dYZO2+ct5KEGfKnelN/HVfsnbUxQ23JjBnyZ3SMnvQnQ28aMWe640dRiOz5U3Om/lpqPSs/Zsif6k39dUrbelbdcae4IQUFBYSHhxMQEEC7du344osv6NatG19++SXANXffdejQgWHDhnHo0CFmz54NQK1atejcuTPz58/nv//9L5MnTyYgIACLpbD8atasyZo1a5g0aRIXLlzg2WefpXHjxmzcuJHg4GDmzZvH9u3bPbZpB3D48GGPaRvtU09dd7RctXXGzhvnrSRhhvyp3tRfxxV7Z23MUFsyY4b8GR2jJ/3J0JtGzJnu+FEUInv+1Jypv5Zaz8qPGfKnelN/ndK2nlUbd4obUrFiRcqWLUteXh6PPvoo06dPZ9u2bfTs2ZNFixZx+vRp4Ornv1944QWqVq3KsmXLWLNmDQD5+fn8+9//ZvTo0dx2223X+ClfvjxLly4lMjKS6dOnY7PZGDJkCElJSQwePNjxaK2nyM/P96i+kT711HVHy1VbZ+y8cd5KEmbIn+pN/XVcsXfWxgy1JTNmyJ/RMXrSnwy9acSc6Y4fRSGy50/NmfprqfWs/Jghf6o39dcpbetZ9aisTmia1gXoUqlSJdLT0zlz5gwZGRkAREZGkp2dTVpaGlD4Iof8/HxSUlIAiIiIACA5ORmAatWq4efn59jhDQsLIyAggKSkJAAqV65MSEgICQkJAISEhBAaGkpiYiI2m42goCDCwsI4fPgw+fn5BAQEEB4eTnJyMpcvX8bf35+IiAhSU1PJzs7Gz8+P2rVrk5aWxrlz57BarURFRXHy5EnOnTtHzZo1uXLlCnl5eTRq1IgRI0bw7bff8vTTT7Ns2TJGjx5N48aNyc/PJzk5GavVyogRIxg7diwTJkzAYrFQUFDA8ePHOXr06DVjOnToEHPnzmXPnj0A1K9fn/Hjx9OxY0fi4+N1HVPRuQGoV6+e4zwlJiYafp5OnjxJenq67mM6ffo0sbGxutTemTNnOHnypEu1l5iY6NKYrly5wr59+657nv46psTExGKPae/evV7tp7+rPW9eI44cOQIg9ZiK3uZk5Hkq8qn3mNzppz+P6dixY8TGxhp6jSjKSXFrr+j44owpKyuLuLg46WrPm9eI/Px84uPjpR5Tfn4+u3btMuw8nT9/npSUFI+MKTExUZfay83NJTEx0aXzlJiY6NKY8vPz+eWXX4pde/n5+ezdu/cfx1Q0Z8pYe968Rrh6nowaU9G118jz5Op6z5P99NcxJSYmGj7nJiYmFrv2is5bccaUmZnpmMNlqj1vXiPy8/OlX0fk5+c7zptR50nPfxPq1U96riNcuUZcvHjRkZPi1N6VK1fYsmVLscbkcYQQ6kfHn8jISGEGbDabEEIIu93+j8cuX75caJomoqOjhRBC5Ofni4SEBNG0aVOhaZq4++67xaeffnqVTV5enrj33nuFpmli2rRp4tSpU9fonjlzRgwbNkxYLBYBiMqVK4slS5Y4YjOS68VnVp966rqj5aqtM3bOHLtp0yYXoinZeKPunUX1pv46rtg7a6N60z1UbxrrT4beNGLOdOZ41ZfXR/beVHOm/lpqPSs/svelEKo3PaEj23oW2Ck8uM+kHpUtZRTWFI7vl8vMzPzbW0CLjm3VqhVWq5Xff/+d8+fPY7VaqVu3Lhs3buSFF15g48aN9O7dm6VLlzoenfXz8+PVV1/FYrHw8ssv88MPPzh0bTYb7733HpGRkcydOxdN0xg1ahRJSUn07dvXEZuRFO3ElwSfeuq6o+WqrTN23jhvJQkz5E/1pv46rtg7a2OG2pIZM+TP6Bg96U+G3jRiznTHj6IQ2fOn5kz9tdR6Vn7MkD/Vm/rrlLb1rNq4K0XY7XbHyyTWrFnDgw8+yIMPPkitWrX473//67gt1G63A4UvnhBCULFiRRo1asSpU6fw8/NzbKydOXOG7777Dl9fXwoKChg2bBjR0dGcPXsWgDvuuINBgwbRtWtXQkJCAIiLi6NVq1YMGjSIM2fO0L59e/bu3cvbb79NxYoVjU6JA0NubzXIp5667mi5auuMnTfOW0nCDPlTvam/jiv2ztqYobZkxgz5MzpGT/qToTeNmDPd8aMoRPb8qTlTfy21npUfM+RP9ab+OqVtPas27koBRRtxFouF5ORk/vWvf/HQQw+xdetWzp8/z8mTJ3n11VcZP34858+fx2KxOO620zQNf39/ypQpw969e8nJyQEgJiaGOnXqcOzYMUaOHMmCBQto0qQJH330Effffz8rVqwAYNasWXz00UfY7XYGDhxIq1at2LlzJ1WrVmXVqlVs2rSJhg0beicxf8Lf37/E+NRT1x0tV22dsfPGeStJmCF/qjf113HF3lkbM9SWzJghf0bH6El/MvSmEXOmO34UhciePzVn6q+l1rPyY4b8qd7UX6e0rWfVxl0poOgOuYkTJ3Lrrbdy9OhRJk2axIYNGzh48CBz5syhRo0arFmzho8//hjAcWee3W6nXLlytGvXDovF4nhj7IwZM3jooYdYvHgxU6ZMYeDAgXz66ad07tyZffv2ceXKFYf/2bNn07NnTxYvXoyvry/PP/88Bw8epGfPng4/3qboyytLgk89dd3RctXWGTtvnLeShBnyp3pTfx1X7J21MUNtyYwZ8md0jJ70J0NvGjFnuuNHUYjs+VNzpv5aaj0rP2bIn+pN/XVK23pWbdyVAi5cuEDPnj2ZOHEirVq14r333uOFF16gWbNmAPTs2ZNu3bo53mpU9AWI8L9Nv1tuuQWLxcIHH3xAWFgY06dP591336VLly5omkZ+fj5VqlRh0aJFpKWl0bdvX3788UeaNWtGdHQ02dnZ3Hvvvezbt4/JkydToUIFr+XjeqSmppYYn3rquqPlqq0zdt44byUJM+RP9ab+Oq7YO2tjhtqSGTPkz+gYPelPht40Ys50x4+iENnzp+ZM/bXUelZ+zJA/1Zv665S29ayPtwNQeJ7AwEAaNmzIhg0bEEJQtWpVoPAlEUIIgoODqVatGgDZ2dnXvQuuRo0aFBQUUL9+febMmcMdd9zh+EwIwf+zd+ZhVVXdH/8eLnARASERhDRRFBxKMcyccMwhcyrNtEkrK0tLQ/3Z9FZvk/YaTlmZadqgVuaUiOVs4jyhqAxKoaiIoKgoyLh/f+C9cbmX4cz7yPo8z32Kc876rrXX2evufbdncHV1BQD4+/vjwoULGDt2LJYvX261HTNmDN555x1urrArT05Ozh3jU0ldOVpSbcXY6XHe7iSMkD+qTeV1pNiLtTFC3+IZI+RP6xjV9MdDbWoxZsrxQ5TCe/5ozFRei+az/GOE/FFtKq9T0+azdMXdHYbleXbl/37hhRfQtWtX7NmzBz/99BOysrJgMpng7OyM3Nxc7Ny5E+7u7nj66adtbC1X3rVv3x4BAQHw8fHBfffdZ6NtWYwrKCjA559/jtDQUCxfvhxubm54//33kZCQgJ49e3K7aAfAuvB4J/hUUleOllRbMXZ6nLc7CSPkj2pTeR0p9mJtjNC3eMYI+dM6RjX98VCbWoyZcvwQpfCePxozldei+Sz/GCF/VJvK69S0+Swt3N0BlF2ss9zaWvZvxhgCAwMxevRoBAYG4ocffkB8fDwA4Pjx4/jPf/6DX375BSaTCR988AFeeeUVJCUl2byFtqCgAJ6enjh+/Djy8/PtfG3atAlt2rTBlClTcOPGDQwZMgQnT57EBx98gFq1aiE4OFjtNMhCj/jU8qmkrhwtqbZi7HjvV7xjhPxRbSqvI8VerI0R+hbPGCF/Wseopj8ealOLMVOOH6IU3vNHY6byWjSf5R8j5I9qU3mdmjafpYU7A1P2bbH5+fnYunUrVqxYgXfeeQc//vgjDh06BODfK+IGDBiAxx9/HGlpaZgzZw5mzJiBMWPGYNasWejbty8GDRqEtLQ0fPPNN+jYsSMmTpyIy5cvAyh9MGNAQACuXbuG2NhYawxnzpzBsGHD0KdPHyQmJqJZs2bYsGEDVq9ejcaNG1uPS09P1yotktAjPrV8KqkrR0uqrRg73vsV7xghf1SbyutIsRdrY4S+xTNGyJ/WMarpj4fa1GLMlOOHKIX3/NGYqbwWzWf5xwj5o9pUXqemzWfpGXcGxPLyCMsVbz/88APmz5+PxMREXL161Xqch4cHRo4ciY8++gh+fn5wdnbGqFGjsG/fPqxbtw6///47mjZtih07diAiIgIAkJeXh9WrV+Ptt9/GV199hV27duGVV17B448/joiICISHh2PAgAG4desWPv/8c3z66afIy8uDu7s7/vOf/+CNN96A2Wy2i7lsXDyiR3xq+VRSV46WVFsxdrz3K94xQv6oNpXXkWIv1sYIfYtnjJA/rWNU0x8PtanFmCnHD1EK7/mjMVN5LZrP8o8R8ke1qbxOTZvP0sKdwSguLobJZIIgCDh8+DDGjh2Lo0ePokOHDnjuuecwaNAgXLx4ERs3bsTGjRvx7bff4uLFi1i+fDnc3d0RFhaGJ554AmfOnAFjDCtXrsR9991nXQx0c3PDk08+iVatWmHFihX49NNPMXbsWNy6dQuRkZHw9vZGdHQ0Xn/9dfzzzz8ASt9K+/nnn6NBgwYVxm0ymbRKkST0iE8tn0rqytGSaivGjvd+xTtGyB/VpvI6UuzF2hihb/GMEfKndYxq+uOhNrUYM+X4IUrhPX80ZiqvRfNZ/jFC/qg2ldepafNZwfLyAUIegiAMBDDQ19f3xePHj+Py5cu4dOkSACAkJAQ5OTnWSy2Dg4NRUFCAtLQ0AKW3oQJAamoqAKBhw4ZwdXVFSkoKACAgIACenp5ITk4GANx111346quvsGDBAjRq1AgjRozA4MGDUVhYiOLiYnh7e8Pf3x/r1q3DpEmTcPPmTbz55pvo27cvGGPIy8vD/PnzsW7dOowYMQIjR45E+/btceHCBVy7dg0mkwmhoaHIyMjAypUrIQgCxo4di8OHD+PDDz/E3r17AQDNmjXDK6+8grZt21bZJnd3dwQEBFTYJj8/P9StWxcJCQkAgLp168Lf3x9JSUnWNlnsLc/ba9CgAVJTU5GXl4datWohKCgI586dQ05ODlxdXREcHIz09HRcvXrVpk2W239btGhhPU/Z2dl48MEHFT1PVbWppKQErVq1UrxNycnJKC4uVqTvubq6IigoSNJ5ysjIwD333CO6TXfddRdKSkocnqfy1jDBawAAIABJREFUbcrOzka7du2q1aaVK1ciLCyMu76nxndEddt08OBB1K5dm+s27du3Dz4+Ppqep9OnT8PHx0fxNsmpp7JtOnz4MGrVqqXpd8SRI0fg4+NT7b63e/du+Pj4VKtNZ86cwd13381d39PzO8LX1xdOTk5ct6l27drIz8/X7DypOY+4cOECAgMDZfe9u+66C2azWdJ5ys7ORsuWLUW3ydnZGdevX6923/Py8kJRUVGVbdq4cSPCwsK47Ht6fkdIPU9atenkyZPw8fHR9DxJne+pWU/l25SdnY3Q0FBNx9zs7Gx06tSpWn3v2LFj8PHxqVab4uPj4evry13f0/M7wmw24+bNm1y3qaSkBFlZWZqeJyV/EypVT0rOI6R8R1y/fh3Xrl2rdt9zcnLClStXqtWmHj16HGKMtYNaWK60oo8yn5CQEKYmN2/eZPXq1WOCILCRI0ey06dPs/z8fOv+4uJixhhjRUVFjDHGli1bxgRBYL6+vmz//v3W42JiYljjxo1Z/fr12Zo1a+z8lJSUWP//xo0b7J133mEuLi4MAPPy8mKzZs1iBQUF1Y772LFjotuqJXrEp5ZPJXXlaEm1FWMn5tht27ZJiObOhve6ZIxqUw0dKfZibag25UG1qa0/HmpTizFTzPFUl47hvTZpzFRei+az/MN7XTJGtamGDm/zWQAHmYrrTPRyCgNRUlICd3d3vPjiiwCApKQkBAcHw9XVFUVFRQD+fdOr5bLOkSNHYsiQIbh8+TK+++47q9bDDz+MJ554AhkZGfj++++tq+kWBEEAYwy//fYbWrRogU8++QSFhYUYNWoUkpKSMHHiRLi4uFQ7dstKOa/oEZ9aPpXUlaMl1VaMHe/9ineMkD+qTeV1pNiLtTFC3+IZI+RP6xjV9MdDbWoxZsrxQ5TCe/5ozFRei+az/GOE/FFtKq9T0+aztHBnICyLcp988glCQkJw5MgRfPHFFwD+fXNsWSyXxr733nsAgMWLF1svHQWAZ599Ft26dUN0dDR+/fVX5OXlWfedPHkSvXv3tr6Ftm3btti1axeWLFmC+vXrq9ZGgiAIgiAIgiAIgiAIohRauDMYlsW4efPmAQAmT56MS5cuwWQyWfdZMJlMKCkpQfPmzdG1a1e4urri1KlT1v0tWrTAsGHDUFRUZL23/Pr165g8eTLatGmDLVu2wMfHB19//TUOHDiATp06SY67RYsWkm21QI/41PKppK4cLam2Yux471e8Y4T8UW0qryPFXqyNEfoWzxghf1rHqKY/HmpTizFTjh+iFN7zR2Om8lo0n+UfI+SPalN5nZo2n6WFO4NhuQX2oYcewsiRI1FYWIjIyEibfWVxcnKCm5sbbt68iRs3bsDLywtA6W23QOlVdydOnMAnn3yC5cuXIzQ0FFFRUSguLsbLL7+M5ORkjB07VvYbVXi6zNQRdPmy8lp0awH/GCF/VJvK69S0WwuMiBHyR7fKKqtDt8oaA97zR2Om8lo0n+UfI+SPalN5nZo2n6WFOwPCbr8JeNasWXB2dsayZcuwZcsWALA+685yXFFREbKzs5GTk4N77rkHTZo0AfDvbbeenp7Iz89H165d8cwzz+DixYvo0KEDDhw4gPnz51vfWiQXy9tfeEWP+NTyqaSuHC2ptmLseO9XvGOE/FFtKq8jxV6sjRH6Fs8YIX9ax6imPx5qU4sxU44fohTe80djpvJaNJ/lHyPkj2pTeZ2aNp+lhTsDIggCSkpK4Ofnh6ioKADA+PHjAQDOzs4oKSkBYwyCIMDZ2Rnr169HcnIyevXqBR8fH+vCX3Z2NsaPH4/w8HDExsbCz88Pixcvxq5duxAeHq5b+wiCIAiCIAiCIAiCIAhauDMslivmXnvtNYSFhSEpKQnTp0+37hcEAUVFRVi8eDHGjx+P7t27Y/r06da3xS5cuBAhISH48ssvIQgCJkyYgKSkJIwePdqqrSQhISGKayqJHvGp5VNJXTlaUm3F2PHer3jHCPmj2lReR4q9WBsj9C2eMUL+tI5RTX881KYWY6YcP0QpvOePxkzltWg+yz9GyB/VpvI6NW0+Swt3BsbynLovv/wSAPD222/j4sWLcHJywqlTpzBz5kx89NFHCA4Oxttvv4169eph37596NChA1588UVkZWWhW7duOHLkCGbPng1vb2/VYs3JyVFNWwn0iE8tn0rqytGSaivGjvd+xTtGyB/VpvI6UuzF2hihb/GMEfKndYxq+uOhNrUYM+X4IUrhPX80ZiqvRfNZ/jFC/qg2ldepafNZWrgzME5OTmCMoWPHjnjxxRcBAC+99BK2bt2KiRMn4s0330RISAhWrlyJNm3aYMyYMdbn1wUGBmL58uXYtm0b7rvvPtVjTU9PV92HHPSITy2fSurK0ZJqK8aO937FO0bIH9Wm8jpS7MXaGKFv8YwR8qd1jGr646E2tRgz5fghSuE9fzRmKq9F81n+MUL+qDaV16lp81lauLtDmDFjBu666y5ER0fj4Ycfxu7du7F48WJER0cjOjoazZo1w6JFi+Di4oKpU6ciKSkJI0aMgCAIeodOEARBEARBEARBEARBOIAW7gyOIAgoLi6Gl5cX3n//fQDAK6+8goyMDDRp0gTh4eF47bXXcO3aNfTp0wfx8fGYPn06PDw8NI0zODhYU39i0SM+tXwqqStHS6qtGDve+xXvGCF/VJvK60ixF2tjhL7FM0bIn9YxqumPh9rUYsyU44cohff80ZipvBbNZ/nHCPmj2lRep6bNZ531DoCQj8lkAlD6oop+/fqhdu3aeP7557F06VIAQKNGjTB79mwMHjxYtyvsCgoKdPFbXfSITy2fSurK0ZJqK8aO937FO0bIH9Wm8jpS7MXaGKFv8YwR8qd1jGr646E2tRgz5fghSuE9fzRmKq9F81n+MUL+qDaV16lp81m64u4OgTGGgoICrF27FiEhIVi6dCnMZjPef/99nDx5EkOGDNH1tti0tDTdfFcHPeJTy6eSunK0pNqKseO9X/GOEfJHtam8jhR7sTZG6Fs8Y4T8aR2jmv54qE0txkw5fohSeM8fjZnKa9F8ln+MkD+qTeV1atp8lq64u0PYsmULXnvtNSQmJgIABg0ahFmzZqFJkyY6R0YQBEEQBEEQBEEQBEFIga64Mzhnz57FsGHD0Lt3byQmJqJp06ZYv3491q5dy9WiXVBQkN4hVIoe8anlU0ldOVpSbcXY8d6veMcI+aPaVF5Hir1YGyP0LZ4xQv60jlFNfzzUphZjphw/RCm854/GTOW1aD7LP0bIH9Wm8jo1bT5LC3cG5datW/jkk0/QvHlzrFy5Eu7u7vj0009x/Phx9O/fX+/wCIIgCIIgCIIgCIIgCJnQrbIKIQjCQAADfX19kZGRgcuXL+PSpUsAgJCQEOTk5CA9PR1A6dtJCgoKrPdMW1ZyU1NTAQANGzaEq6srUlJSAAABAQHw9PREcnIyACAhIQH/+9//rMf37dsX06ZNw40bN7Bnzx54e3sjICAAKSkpKCgogKenJxo0aIDU1FTk5eWhVq1aCAoKwrlz55CTkwNXV1cEBwcjPT0dV69ehclkQmhoqLUdANCiRQtZbTp//jxMJlOFbfLz80PdunWRkJAAAKhbty78/f2RlJSE4uJi1dsUFxeH4cOHK3qeqmrT6dOnMXDgQMXbtH37dmuscvve2bNn4erqKuk87d+/HxEREaLblJWVhZycnGr1vbi4OAwdOrRabYqLi+Oy7ylxnqS2KTo6Gvfeey/XbVqzZg3CwsI0PU9btmxBWFiY4m2SU09l2xQTE4OWLVtq+h1hOQ/V7XuW46vTpitXrmDfvn3c9T09vyOuXLmC3Nxcrtt0/vx5XL58+Y6YR+zZswcdO3aU3feysrKQn58v6TzFxcXh4YcfFt2mv//+GxcuXKh237t48SKuXr1aZZssYyaPfU/P7wip50mrNm3YsAFhYWGaniep8z0166l8m+Li4tCnTx9Nx9y4uDiMHDmyWn1v3bp1CAsLq1absrKysH37du76np7fEWfOnEFGRgbXbUpMTLQer9V5UvI3oVL1pOQ8Qsp3xKFDh6x/V6fvnT59GmlpadVqk+owxuij4CckJISpxenTp9mAAQMYAAaAtWzZkm3dulU1f0qybds2vUOoFD3iU8unkrpytKTairFT69iaghFyQrWpvI4Ue7E2VJvyMEJOtI5RTX881KYWY6aY443QB/WA97zQmKm8Fs1n+ccIOaHaVF6Ht/ksgINMxXUmulXWAOTm5uI///kPWrZsiejoaHh5eWHWrFmIi4tDjx499A6vWjRs2FDvECpFj/jU8qmkrhwtqbZi7HjvV7xjhPxRbSqvI8VerI0R+hbPGCF/Wseopj8ealOLMVOOH6IU3vNHY6byWjSf5R8j5I9qU3mdmjafpVtlOYYxhlWrViEyMhJnz54FAIwaNQrTp09H/fr1dY5OHK6urnqHUCl6xKeWTyV15WhJtRVjx3u/4h0j5I9qU3kdKfZibYzQt3jGCPnTOkY1/fFQm1qMmXL8EKXwnj8aM5XXovks/xghf1SbyuvUtPksXXHHKQkJCejTpw+GDRuGs2fPIiwsDLGxsViyZInhFu0AWO+P5xU94lPLp5K6crSk2oqx471f8Y4R8ke1qbyOFHuxNkboWzxjhPxpHaOa/nioTS3GTDl+iFJ4zx+Nmcpr0XyWf4yQP6pN5XVq2nyWFu444/r165g8eTJat26NzZs3w8fHB1999RUOHjyIzp076x0eQRAEQRAEQRAEQRAEoRF0qywnMMawbNkyTJkyBenp6RAEAS+99BI++eQT+Pr66h2ebAICAvQOoVL0iE8tn0rqytGSaivGjvd+xTtGyB/VpvI6UuzF2hihb/GMEfKndYxq+uOhNrUYM+X4IUrhPX80ZiqvRfNZ/jFC/qg2ldepafNZWrjjgKNHj2L8+PGIjY0FADz44IOYN28e2rVrp3NkyuHp6al3CJWiR3xq+VRSV46WVFsxdrz3K94xQv6oNpXXkWIv1sYIfYtnjJA/rWNU0x8PtanFmCnHD1EK7/mjMVN5LZrP8o8R8ke1qbxOTZvP0q2yOpKdnY3XXnsN999/P2JjY1GvXj1899132L179x21aAcAycnJeodQKXrEp5ZPJXXlaEm1FWPHe7/iHSPkj2pTeR0p9mJtjNC3eMYI+dM6RjX98VCbWoyZcvwQpfCePxozldei+Sz/GCF/VJvK69S0+Swt3OlASUkJFi1ahJCQEMybNw8A8PrrryM5ORnPPfccnJzotBAEQRAEQRAEQRAEQdR06FZZjTlw4ADGjRuHAwcOAAC6du2KL774Aq1bt9Y5MnXx8/PTO4RK0SM+tXwqqStHS6qtGDve+xXvGCF/VJvK60ixF2tjhL7FM0bIn9YxqumPh9rUYsyU44cohff80ZipvBbNZ/nHCPmj2lRep6bNZ+nSLo3IzMzEiy++iAcffBAHDhxAYGAgli1bhu3bt9/xi3YAULduXb1DqBQ94lPLp5K6crSk2oqx471f8Y4R8ke1qbyOFHuxNkboWzxjhPxpHaOa/nioTS3GTDl+iFJ4zx+Nmcpr0XyWf4yQP6pN5XVq2nyWFu5UpqioCF9++SVCQkKwcOFCODs74//+7/+QmJiIkSNHQhAEvUPUhISEBL1DqBQ94lPLp5K6crSk2oqx471f8Y4R8ke1qbyOFHuxNkboWzxjhPxpHaOa/nioTS3GTDl+iFJ4zx+Nmcpr0XyWf4yQP6pN5XVq2nyWbpVVkdjYWIwfPx5Hjx4FAPTu3Rtz585F8+bNdY6MIAiCIAiCIAiCIAiC4B264k4F0tPT8cwzzyAiIgJHjx5Fo0aNsGrVKvz55581dtGOp8tMHUGXLyuvRbcW8I8R8ke1qbxOTbu1wIgYIX90q6yyOnSrrDHgPX80ZiqvRfNZ/jFC/qg2ldepafNZuuJOYbKzsxEaGoqcnByYzWZMnToVU6dOhbu7u96h6Yq/v7/eIVSKHvGp5VNJXTlaUm3F2PHer3jHCPmj2lReR4q9WBsj9C2eMUL+tI5RTX881KYWY6YcP0QpvOePxkzltWg+yz9GyB/VpvI6NW0+S1fcKUxmZiZycnIwaNAgnDx5Ev/9739r/KIdACQlJekdQqXoEZ9aPpXUlaMl1VaMHe/9ineMkD+qTeV1pNiLtTFC3+IZI+RP6xjV9MdDbWoxZsrxQ5TCe/5ozFRei+az/GOE/FFtKq9T0+azdMWdwri4uGDNmjXo37+/3qFwRXFxsd4hVIoe8anlU0ldOVpSbcXY8d6veMcI+aPaVF5Hir1YGyP0LZ4xQv60jlFNfzzUphZjphw/RCm854/GTOW1aD7LP0bIH9Wm8jo1bT5LV9wpTFBQEC3aOcDb21vvECpFj/jU8qmkrhwtqbZi7HjvV7xjhPxRbSqvI8VerI0R+hbPGCF/Wseopj8ealOLMVOOH6IU3vNHY6byWjSf5R8j5I9qU3mdmjafpYU7hREEQe8QuCQgIEDvECpFj/jU8qmkrhwtqbZi7HjvV7xjhPxRbSqvI8VerI0R+hbPGCF/Wseopj8ealOLMVOOH6IU3vNHY6byWjSf5R8j5I9qU3mdmjafpVtlCU1ISUnh6uGO5dEjPrV8KqkrR0uqrRg73vsV7xghfzW1NnNycpCeno78/Hwwxmz2McaQkZEhOQ4p9mJtxBzv4+ODY8eOiYrnTkfuOdYCrWNU059S2nJ0pNqqVZtUl47hvTb1iE8tn0rq8l6bNGbKg/e6BKg21dBRcz4rCALMZjOysrK4+a1EC3eEJhQUFOgdQqXoEZ9aPpXUlaMl1VaMHe/9ineMkL+aWJs5OTlITU2Fn58fvL294eLiAienfy+QLy4uhslkkhyHFHuxNmKOl9ueOxEj5ETrGNX0p5S2HB2ptmrVphH6oB7wnhc94lPLp5K6vNcmjZnyMEJOqDaV11FrPltSUoLCwkJcvXoVeXl5yMnJgaenp+Q4lYIW7ghN4KGzV4Ye8anlU0ldOVpSbcXY8d6veMcI+auJtZmeng4/Pz9u/oWPIAiCIAiCIGoCTk5OMJvN8Pf3B2MM6enpXPxmomfcEZrQoEEDvUOoFD3iU8unkrpytKTairHjvV/xjhHyVxNrMz8/v9KH4cp9lqoUe7E29LxXeRghf1rHqKY/pbTl6Ei1pdrUFt7zp0d8avlUUpf32uS9X/GOEfJHtam8jhbzWW9vb+Tn54v2owZ0xZ1CCIIwEMBAX19fZGRk4PLly7h06RIAICQkxPq8IgAIDg5GQUEB0tLSAJS+iRYAUlNTAQANGzaEq6srUlJSAJQ+FNHT0xPJyckAAD8/P9StWxcJCQkAgLp168Lf3x9JSUkoLi6Gt7c3AgICkJKSgoKCAnh6eqJBgwZITU1FXl4eatWqhaCgIJw7dw45OTlwdXVFcHAw0tPTcfXqVZhMJoSGhlrbAQAtWrSQ1abLly+jffv23Lbp5MmTGDJkiKbnKS0tDX369FG8Tdu2bUP9+vUV6XuXLl1Cly5dJJ2nuLg4PPjgg6LbdOPGDTRo0KBafe/kyZMYOHBgtdoUFxfHZd9T4jxJbdPvv/+OZs2acd2mNWvWoGXLlpqep507d6Jly5aKt6m69VRSUgKTyYTi4mIIgmDzjDtBEFBcXGzd5mh/VX+XlJTY2AOo8m+LT7HHVycmxhiKi4tFtaH839WJSam/pcYo5m/L//PcJsaYpudJbE7EtMlSE3L7npzzVlJSYtUV0yax56E6xwOwxsNj39PzO0LqedKqTWK/q5U4T3LqR616Kv+3o/NW3ZikjrnV6StSzlvZMZOnvqfnd4SU8UjrNpWde0mNUezfUuZ7ateT3PNW1qeU7wgxOQEAk8mEkpISbN++vcrfGmojlA2MkE9oaChLSkrSOwzu2L59O7p37653GBWiR3xq+VRSV46WVFsxdmodW1MwQk5qYm0eO3YMrVu3rnA/r88EkXq8EZ5NozVGyAk9405ZHXrGnTHgPS/0HC3ltegZd/xjhJxQbSqvo9V89sSJE5XOyy0IgnCIMdZOVEAioFtlCU2oVauW3iFUih7xqeVTSV05WlJtxdjx3q94xwj5o9okCIIgCIIgCKImQwt3hCYE3b6FjFf0iE8tn0rqytGSaivGjvd+xTtGyB/Vpj2WS/m1tBdrIzfGmo4R8qd1jGr6U0pbjo5UW6pNbeE9f3rEp5ZPJXV5r03e+xXvGCF/VJvK69S0+Swt3BGacO7cOb1DqBQ94lPLp5K6crSk2oqx471f8Y4R8ke1aY/cR1zk5TF88w3QogXg5gY4OZX+t0ULYMECwNFjOsT61OsxHElJSRAEAcOGDdPFv1Lw+hiT1atXo23btvD09ITJZELv3r01861mTpTSlqMj1dYotSmVSZMmQRAExMTE6B0KAP7zxxjDiRMnIAgCnnjiCc18VoW/vz/uuecexXW10NKiNqtzrO//fCH8V4Dzx84Q/iuI/vj+z1dSO/RA7FjOe10C+sRYkc+yY7kgCKLHcr3GzLvvvht33323rDgsz5Js3759tY/nBVq4IzQhJydH7xAqRY/41PKppK4cLam2Yux471e8Y4T8UW0qy8yZgL+/EyIjgcREID8fYKz0v4mJwBtvAPXqlR7HC3FxcRg9erT1RSouLi7w8/ND9+7dMXv2bE0eCKwHw4YNgyAI+OKLL/QOBUDpD6mRI0fi3LlzGDFiBN544w3NFgYAoKCgAF5eXujZs6fdvrVr1+KRRx5BQEAAzGYzPD09ce+992Ly5MnIzMzULEYlsCxUCYKAxx57rMLjNmzYAEEQ4OzsbPNDBvj3R2/Zj7OzM+rWrYtevXrht99+U7sZmhMfHw9BEODn54eioqJKj928eTMEQUBoaKgmsQ0ZMgSCIODvv//WxJ8ehIeHw9mZ3nmoJpfzLutqL5eaPpZ/+eWXeocCwH4sj4yMrNZYnpWVhYkTJ6J58+bw9PSEq6sr/Pz80KZNG7z00kvYvXu3BtHXbOgbltAEV1dXvUOoFD3iU8unkrpytKTairHjvV/xjhHyR7WpHBMnAt98A9y6VfFl/7m5pf995x3g7Flg9myNgquAKVOmYObMmSgpKUFYWBiGDRuG2rVrIzMzE7t378Ybb7yBhQsX4vjx4/oGWgOIiYlBfn4+5syZg5dfflnzB21v2LABOTk5GDJkiHVbXl4ennzySaxZswZmsxndunVDs2bNcOPGDcTGxiIqKgqLFi3C8uXL0a9fP81iVQKTyYSYmBhkZWXB19f+SplvvvnG+vbpivDw8MBLL70EALh16xbi4+OxY8cO7NixAx9//DHeeecd1eLXmvvuuw8PPPAADhw4gF9//RVPPvlkhcfOnz8fAPDcc89pFZ6mNG3aFEeOHEHdunX1DsXKtm3buLrljNAWGsv5ofxYXh1SU1PRuXNnXLhwAQ0aNMCQIUPg6+uL7OxsHD16FIsWLUKtWrXQqVMnVWPftGmTqvq8Qwt3hCYEBwfrHUKl6BGfWj6V1JWjJdVWjB3v/Yp3jJA/qk17pPz4mTnTsmhXveNv3So9/p57gMhIfZ4J8tZbb+Hzzz9H/fr1sWzZMvTo0cPumJ9//hmzZs2S7Ys3ePyBe+HCBQBAw4YNAWgf46pVq2AymfD4449bt40aNQpr1qxBy5Yt8fvvv9vUWElJCT777DO8++67GDp0KGJjY9G2bVuH2jw8r6e8bc+ePbFp0yYsXLgQb775ps2+zMxM/PHHH9ZjKsLLywtRUVE22+bOnYsJEybgk08+weuvvw5PT0/JMfPGCy+8gAMHDmDRokUVLtxlZ2cjJiYGbm5uePHFF0X74LE2yyIIAsxmM8LCwjT1WRUtW7ZURVcLLXrGnTy0GMuNkD9ennFXfiyvDlOnTsWFCxcwfPhwLF++HADg5PTvjZtnzpyR9DgYsTkp/z1Cz7gjCBVIT0/XO4RK0SM+tXwqqStHS6qtGDve+xXvGCF/VJv2iH3eRl4e8N571V+0s3Dr1r92Wj9HKykpCZ9//jmcnZ2xbt06hxN9ABgxYgS2b99eLc0zZ87g2Wefxd133w0XFxf4+PigT58+iI2NtTnu7bffhiAI+Pjjjx3qpKamwtnZGffee6/N9sLCQnz22Wdo06YNPDw84ObmhhYtWmDatGl2V0WVfX5PfHw8HnnkEdx1111wcnJCTEyMpPzl5OTg7bffRvPmzVGrVi24u7sjLCwMCxYssDv21q1bmDZtGrp164bAwEC4urqiTp066NSpk91tlDExMRAEAZ9//jkA4JFHHoEgCNYrwipi1apVEAQBr7/+us326Oho6+2bKSkpNvss2gkJCTbbS0pKsHHjRoSHhyMgIAAAsHHjRqxYsQJeXl6IiYmxWxh3cnLCW2+9hbFjxyI3Nxfjx4+32V/22WlffvklWrRoATc3N9x1110YPnw40tLSHLbr0qVLGD9+PJo0aQI3Nzd4enqiY8eOWL16td15++KLL6y3O0dHR6N9+/aoXbs2PDw80L17dxw5csR6bHnbPn36wN/fH99//71dDAsWLEB+fr71ajoxvPrqq6hVqxby8vJs/FdEdHQ0Ro4cieDgYGu/btasGSZPnoxcyyW6ZSib1yVLlqB169Zwc3NDnTp1MGDAAPzzzz8O/cTGxiIiIsKan06dOmHLli2i2vbss8/C29sbO3bsQGpqqsNjFi5ciLy8PDzyyCN2V6QdPnwYjz32GPz9/eHi4gJfX18MHjzY5iqgsufJUnMtW7aEu7s73N3dERwcjOeffx4XLlxAYWEhBEHA2rVrAZT+442l75d/3tuxY8fw6KOPws/Pz3oL4dChQ3Hy5Em7NkyYMAGCIGDjxo34+uuv0bp1a7i7u+Oee+6p8Bl3s2bNsrt9uvyn7K28c+bMQZ8+fdCgQQNrPw8PD8c333xjE8uJEydgMpmGKHq3AAAgAElEQVRw+PBhFBcX2+iVvfqmomfc5ebm4q233kKzZs3g5uYGDw8PtGvXDkuWLLGribLtSkhIQP/+/eHt7Q03Nzfce++9WLFihf0Jd3DexMLLM+6MiFZjeb9+/bgcy6Wg5Fhetl9VNJZX5xmiBw8eBABMnDgRTk5Odv21UaNG6Ny5s+i2OIpv0qRJ2LFjB7p37446depAEAQkJSUBcPyMu8uXL+O9995Dhw4drN/dPj4+6NWrl8MxxMjPhaUr7ghNuHr1qt4hVIoe8anlU0ldOVpSbcXY8d6veMcI+aPalM+PP5Y+x04KjAE//QRofUfZ/PnzUVRUhAEDBqBdu3aVHlurVq0q9RITE9G1a1dkZmaiQ4cOePTRR3Hu3DnExMRg+/bt+OGHHzBixAgAwIsvvojPPvsMy5cvx7vvvmuntWjRIhQXF+Opp56ybsvPz8dDDz2E2NhYBAUFYfDgwXBzc0NsbCzefvtt7N+/H6tXr7bTstx+EhQUhMceewx5eXmoU6dOle0pT1ZWFrp27YqEhAS0bNkSTzzxBEpKSrB9+3a8/PLLOHHiBObMmWM9PjMzE++++y7atm2LiIgI1KtXDxcvXsTmzZvx+OOPY+bMmXjjjTcAlC42REZGYufOnThw4ACGDh2KRo0agTFW6VWkvXv3houLC3bs2GGzvewVYjExMXjttdcAlC7O7dmzB4GBgWjRooWNzdatW5GZmYkJEyZYt1kWEJ566ik0atSowjg++OADLFy4ELt370ZiYiKaN29us3/mzJmIjY3FgAED0KtXL+zduxcrVqzA7t27sX//fgQGBlqPTU5ORo8ePXDhwgWEh4ejZ8+euHnzJrZs2YKhQ4dixowZmDRpkl0M69evx+bNm9GtWzc888wzSExMxI4dO9CrVy+cOHHCuhhZFpPJhJEjR2L27NnYuXMnIiIirPu+//573H333Rg4cGCF7a4Myw+R6lxJ8Nlnn+Hvv/9GeHg4evfujVu3bmH//v2IiorCzp07sWvXLofPNps3bx62bNmCXr16oVOnTjh48CDWr1+PkydP4sSJEzZ1u3nzZgwYMABFRUXo06cPmjRpgvj4eDz88MPo0KFDtdtVq1YtDB06FIsWLcL8+fMxffp0u2MsC6Fjx4612f7LL79g1KhRKC4uRs+ePdGkSROcO3cOf/zxB7Zu3YpNmzbZxJKRkYGIiAicOnUKTZo0wYgRI+Dq6oq///4bP//8M0aMGIFevXohMjIS69atw6lTpzBmzBh4eXkBAO666y6r1tatWzFo0CDk5ubioYceQkhICJKTk7F69Wps2rQJGzZscPijePr06di9ezd69uyJiIgI3Lhxo8LctG/fHpGRkXbbr169isWLF8PJyQlubm7W7ZMmTULz5s3RoUMH1K9fH1lZWdi6dSvGjh2LU6dOWX/816tXD2+88QaWL1+OjIwM6/cGADRp0qTCeIDSW927du2KQ4cOITg4GKNHj8bNmzcRHR2N5557DnFxcZjt4HkNZ8+eRadOndCoUSMMGzYMV65cQXR0NEaMGAEvLy/07du3Ur+EdtBY/i/VWQBSeiyPioqy1n1FY7llX2X4+PgAABISEtCxY8cq21Hdtsx08EDl/fv344svvkB4eDhGjBiBy5cvw2w2V+jn6NGjmDZtGh544AH06tULPj4+SEtLw+bNm9G3b1/88ssvGDp0aLVi5h7GGH0U/ISEhDDCnr/++kvvECpFj/jU8qmkrhwtqbZi7MQcu23bNgnR3NnwXpeM1czaPHr0aKX7i4qKRPlt3pyx0iU4aZ/mzcX7FHO8o2M7dOjAALCZM2eK8puYmMgAsKFDh9ps79KlCwPApk6darN906ZNzGQysTp16rCrV6/aHX/gwAE7H8HBwczFxYVdvHjRui0yMpIBYKNGjWKFhYXW7YWFhWz48OEMAFu6dKldnADYuHHj7HwUFRWxoUOHMgBs7ty5Vbbbcuy7775rs/3mzZusS5cuTBAEtnv3buv23NxclpKSYqeTlZXFmjZtyry8vNiNGzds9lnauH79emuMVREeHs5MJhPLysqybmvTpg1r0aIF8/b2ZkOGDLFu37NnDwPAhg8fbqfz8ssvMwDs9OnT1m0NGjRgANjq1aurjKNt27YMAPvqq6/s2uPs7Mx27txpc/wLL7zgMJYHHniACYLAvv32W5vtmZmZLDQ0lJnNZpaWlmbdPnfuXAaAmUwmtnbtWhubcePG2ZwzSz4tcc2cOZMlJSUxJycnNnLkSKvdli1brH25oKCAAWCBgYE22pb+VX47Y4zNmjWLAWC1atWyO8dlscRz8uRJVlxcbLd/woQJDABbuHChzXZL/LVr12b79u2z2Tdw4EAGgC1atMi6rbi4mAUFBdnVCGOMffTRR9Y6sfS7qjh8+DADwO6++267uHfv3s0AsGbNmtlsv3jxIvPw8GDe3t7syJEjNvv27t3L3NzcWKtWrRhj/+bl4YcfZgDYs88+a+cnOzvbps8PHjyYAXBYc0VFRaxRo0YOc/n1118zAKxp06Y2Pl5//XXrOdyzZ4+d3vHjxyuspbLk5eWx9u3bMwBs2rRpNvtOnDhhd3xubi574IEHmLOzMzt79qyNz/vvv5+ZTKYKffn5+bGGDRvabJs8eTIDwHr27MkKCgqs28+ePcv8/f2ZIAhs69at1u2Wdjn6Lv/555+tWo4QO4YpYSt3HCwPPoDsj9ZoNZZv3LiRy7GcsX/H5zlz5lTZbj3G8urw6aefWr/Xx44dy1avXm2TN6lt2bVrl3X7+vXrrbmcMWOGQ83AwECbca2oqIhlZWWxCxcu2B2bkpLC6tWrxxo3bmyzvaioiAFgDzzwQJXtthxf1bzcAoCDTMV1Jt0Xuu60Dy3cOSYjI0PvECpFj/jU8qmkrhwtqbZi7MQcSwt39vBel4zVzNqsaoLg6Ed0ZZjN8hbuzGbxPsUc7+gHS5MmTRgA9ttvv4ny62iyn5KSwgCwgIAAduvWLTubIUOGMABs3rx51m3z589nANjLL79sc+xff/3FALDevXvbxF+nTh3m6+tr8+PTQmZmJhMEgT388MN2cdatW5fl5uba2RQXF1d74e7ixYvMZDJZFxbKY1kQGzt2bKU6Ft5//30GgG3YsMFme/nJfnXO8aRJk2x+6GRnZzOTycReeeUV1q9fP1avXj07v/Pnz7fTadiwoV37zGYzA2C30OKIRx55xO4HhKU9w4cPt2tLVlYW8/DwYGaz2Xp+LHns16+fQx9Lly5lANj06dOt2ywLd4MHD7Y7PiEhgQFgffv2ZYz9m8+yC3eMMRYREcFq167Nrl27xhhjbPjw4cxkMrF//vmnyoU7Dw8PFhkZySIjI9mrr77Kunbtav1h9PHHH1eas6oWEjIyMhgA9vjjj9tst8T/+uuv29msW7eOAWAvvfSSddvGjRsZANauXTu74wsLC1nDhg1F/8gMDw9nANiaNWtstj/zzDMO227pexX9WBw1ahQDwI4dO8aKi4tZamoqEwSB+fv7V7r4aaGyhbuYmBgGgIWHhzu0bdOmDQPANm3aZN1mWbgr//3EWGk/qu7C3WOPPcYAsDFjxlTZBguLFi2yq9Pi4mJJC3eBgYHMycmJHT9+3O74GTNmMABsxIgR1m2WdjVo0MBh/6xXrx6rW7euQ/9ixzAlbMXYVedYIy7caTWWFxcXczmWM8a4H8urQ3FxMRs3bpx13LV8AgMD2RNPPGH3DwjVbUvZ82JZuGvevHmFcZRfuKuqbkaPHs0AsOTkZBsbMQt3xcXF3Czc0a2yhCZkZGTAz89P7zAqRI/41PKppK4cLam2Yux471e8Y4T8UW3aUzo3qD4FBfL8FRSI9yn2eDXZt28fgNJbxRzdbtGjRw+sWbPG5nlfTz/9NCZPnoxVq1Zh3rx51lsBFy1aBAAYPXq09dj4+Hhcu3YNjRo1snuJgAWz2YzTp0/bbW/RooXD24PE5C82NhbFxcVwcnJyeJtmYWEhAFifEWPh0KFDmDZtGvbu3YusrCzk5+fb7D979mylfqsTY+/evREVFYXNmzfjySefxB9//IHi4mL07t0bp06dwh9//IEjR46gbdu21ltq+/fvb6Oxf/9+pKWlYerUqVX6k0LXrl3t2lK3bl20aNECBw4cQFxcHDp27IidO3cCKH1mj6M8Z2ZmAoDd8/kAIDw83G6b5daka9euAag4n2PGjMGoUaPw3XffYdSoUVi3bh26d++OoKAg67mtiBs3blhvRTKZTPDy8kLXrl0xfvx4m5d8VMb169cxbdo0rFu3DmfOnMHNmzdtYq3o2Z0PPPCA3bbGjRsDsH1swP79+wHA4a2gzs7OaN++fYXPG6yIF154AYcOHcKCBQswePBgAMDNmzexevVqmM1mu2cD7t27FwBw5MgRh+fW8uy3+Ph4tGzZErt27QJjDB06dEDt2rVFxVaeAwcOAAC6devmcH/Xrl1x9OhRHDx4EA899JDNvgcffNDu+Op+d1i+33r37m19y25ZkpKS8PHHHyM2Nhbp6el23w/nz58X7bMsmZmZuHDhAgIDA9GqVSu7/f369cOUKVMQHx9vt69Vq1YO32gdEBDgsP6kxijXVowdT2Mmr1Q2ljPGuBzLxaDXWF4dnJycMG/ePHzwwQdYu3Yt9uzZg6NHj+LYsWP45Zdf8Ntvv+F///uf9bbc6rYlOTnZbl9FL5FyhKVuNm3ahFmzZuHw4cO4cuWK3dh49uxZNGvWzMZGrA8eoIU7QhMuX76sdwiVokd8avlUUleOllRbMXa89yveMUL+qDbl4+oKlJvHibbXGj8/P/z999+if7A7wrJIUL9+fYf7LQ86LruYULt2bQwYMAA///wz1qxZg2HDhuHWrVtYu3YtfHx8bJ6XYlmwOXPmjMPntVi4efOm3TYlFnIt/uPj4x3+yHXkf+vWrejfvz+Ki4vRsWNH9O3bF56enjCZTDh27Bg2b95sN/mXQvfu3VGrVi3rotfmzZvh4uKChx56CE2bNsXUqVPxxx9/4N5778WBAwcQHBxs96a7X3/9FQDsFpp8fX1x/vx5pKamVvkGTctb9Mo+r86Co+fLAf+eG0u/sNTvrl27sGvXrgp9OXrOmLe3t902FxcXALB72Hl5nnjiCURGRmLJkiUoLCxEXl4exowZU6mNhcDAQJsFFos/R4sejsjPz0eXLl0QHx+PZs2aYcCAAahXr5419pkzZ1bYT8o+w82C5Udz2TZbFi4rqk9/f/9qxVqWZ599Fm+++SY2bdqE9PR0BAQEYMmSJbhx4waGDBmCevXq2RyfnZ0NAFi2bFmlutevXwcAXLlyBYDj/iQWS/sr6oeW7Y6ekSrV/9dff42oqCjcd999WLlypV1/OHHiBDp16oQbN26gXbt21ofEm0wm/PPPP1i9ejVuiX3bUTksOSx/LixYvgdycnLs9lX0HFBnZ2eUlJTIiotQFhrL/6WqBSCex3ILvr6+eOGFFzB69GiYTCZcv34d7733HubMmYO33noLw4cPR4MGDSS1xYLY7/wff/wRo0ePhqurK7p06YLGjRvD3d0dJpPJ+jw/JXOgJ/RWWYIgCIK4g7l9kYtu9lKwPAR+69atsrUsiyYZGRkO91sWNsr/GHz++ecBAEuWLAEArFixAlevXsWjjz5q86/9loc29+7du9JbHMovoADVezlAVVjaN2bMmEr9W65WAICPPvoI+fn5WLt2Lf766y8sWrQIs2fPRlRUlMMrpaRiNpsRHh6O06dPIy0tDX/99RfCwsLg6emJ++67D/7+/ti6dSt27NiBmzdvokuXLnYa0dHRaNy4sd3iXPv27QGUvl22MjIzM3HixAkAcPhGw4quGLt06RKAf/Nr6R8ff/xxhTkuKiqyeyuvXMxmM0aMGIGjR48iKioK/v7+GDZsmKI+KmL58uWIj4/H0KFDkZycjOXLl2Pu3LmIioqye1uwVCx5vXjxosP9FdVtZdSuXRuPPfYYCgsLrS8xWbx4MQD7l1IAsL4w4tChQ5XWkMXWsihpWRCWQ1Xtt/RPR4tVUr4/YmJiMGHCBAQGBiImJgaenp52x3z66ae4fv065s2bh3379mHx4sXW74fevXuL9ukISw4tP/DLY1nocRQfYRxoLK8+PI/lFeHl5YXZs2cjPDwcBQUF1vNc3bbs3r3bTtPJSdzy1IcffggXFxfs3r0bmzZtwoIFC6w5aNq0qfxGcgQt3BGaUP4NcbyhR3xq+VRSV46WVFsxdrz3K94xQv6oNu0RO0F84w3A3V2aL3d3YNIk8T7lTmLHjh0LZ2dn/PHHHzh8+HClx+bl5VW633I72f79+x3eWrh9+3YAwP3332+zvXfv3mjUqBE2b96My5cv44cffgBQehteWdq0aQNPT0/ExcUp9q+6YvIXEREBJycn7Nmzp9o2qampqFOnjt1tqQCsV8cpFaNlsWzx4sU4ffq0zS2BnTt3xt69e/HHH38AgN2tgImJiUhKSkL//v3t/Flud1y2bBnOnTtXof+PPvoIBQUF6NSpk90bZQHgr7/+stO+fPkyEhISYDabrQuGlkXF2NjYCn3J6feV2b766qsQBAEZGRkYOXKkw7e4KuGnPJbbmBy9ka/s24HlYFmAdXQVY1FRkfVWWrGMGzcOAPDTTz8hLi4Ohw4dQuPGjR2+cdTyA7c6iwuCIKBz584QBAF79+51eMVIeSxXtBUVFdnts7xps6K6s2yv7o/wys5vXFwcRo4cCTc3N0RHR6NBgwYOj/vnn38AlF65WB7L92V5n05OTmCMVfuKt3r16iEwMBAXL150eHvrn3/+CQC47777qqVXFWrVplJ2Siz88IhWY7kgCFyO5eVjrAy9xnIplG+L5ZEBlqsKq9sWuf1eEAScPXsWwcHBdrfYFhcXOxw/tJ7PKgkt3BGawPsteXQ7nvJadKss/xghf1Sb8nnmGUDqvEMQgKefVjae6hAaGorJkyejsLAQAwcOrHACunLlSodXUZWlSZMm6Ny5My5cuICPP/7YZt+2bdvw+++/w8vLC0899ZSd7YgRI5Cfn4+oqChs374dISEh6NSpk80xLi4ueP7555GZmYkXXnjB4Q/5M2fOVPmjRSp33303Bg8ejBMnTmDKlCkOFwdOnjyJxMRE698NGjTAtWvXbP7lHgBmz55d6cKUFPr06QMAmDNnDhhjNgsnPXr0wI0bN7B48WI4OTmhX79+NrY///wzAGD48OF2uv369cOjjz6Ka9euoV+/ftbnkJVlxowZ+Oqrr+Du7o4vvvjCYXyrVq2y+3ExdepU3LhxA4MGDbI+tygiIgLh4eHYuHEj5syZ41DrwIEDDq/GkEvLli2xcuVK/PjjjxU+e0kNmjRpAqC0TsqSkJCA9957TxEfvXr1QlBQEA4ePGh3q+r06dMl32LXrl07tGnTBikpKdZbix0tRAHA+PHj4eHhgWnTpjn8rikqKkJMTIz170aNGuHhhx9GRkYGxo0bZ7dYdfXqVZvve8vVZZYFsbL07dsX99xzD/bv34+ffvrJZt/ChQsRFxeHJk2aoGfPntVsuWPOnz+PAQMGIDc3F0uXLq30OVKW21Q3bNhgs33FihUVXlHq4+ODkpISh22siCeffBIlJSWYOHGize3T58+fR1RUFADgxRdfrLYewR9ajeXbt2+nsbwMSo/l7733Hg4dOuRw38aNG7Fv3z6YTCbrP8xVty3ln9cnhcDAQJw5cwapqanWbSUlJZg0aRJSUlJk6/MEPeOO0IRLly6hZcuWeodRIXrEp5ZPJXXlaEm1FWPHe7/iHSPkj2rTHrEPyq1VC/jwQ+CddwAxjyVycyu1c3MDSl/CpV6Mjpg2bRqKioowc+ZMdO3aFW3btkVYWBg8PDyQkZGBffv24cyZMw4fbF6eb7/9Fl27dsWHH36ILVu2ICwsDOfPn0dMTAwEQcDXX3/t8DlkL7zwAmbMmIEZM2agqKgII0eOdKj/2Wef4fjx41i6dCk2bdqEzp07IzAwEJmZmUhJScGRI0cwdepUuysBKqJs/pYsWWJ9cUN5nnrqKTz66KNYtGgR/v77b3z++edYsWIF2rdvDz8/P6Snp+PUqVOIj4/Ht99+a73ibOLEiYiNjUWvXr3wyCOPoE6dOjhy5AgOHz6Mfv36Wa+Aq26MldGxY0d4eXnhypUrqF27ts0Vd/3798drr72GK1euoFWrVvD19bWxXbduHfz9/dGlSxeH/n766SeMGDEC69atQ6tWrdCtWzc0bdoUN2/exK5du3Dq1Cl4e3tj2bJlFea+W7du6NWrFwYMGID69etj7969OHToEAIDAzFr1iybY3/99Vf07NkTEydOxNdff437778f3t7eOH/+PBISEnDq1Cls2bLF+qwlMVSVz0cffVS0phQ/ZRk+fDg++ugjfPvttzh58iRat26NtLQ0bN26FT169MD69etlx+Pk5IQFCxZg4MCBePbZZ/HTTz+hSZMmiI+Px549exARESH5ypHnn38eEyZMwKFDh+Dq6opXXnnF4XGBgYH44Ycf8PTTT6Nbt27o1KkTQkNDIQgC0tLScPjwYdy8eRO5ubnW/H333XeIiIjA999/j507d6J79+5wdXVFamoq/vrrL6xevdq6aP3QQw9h4cKFeOmllzBgwADUrl0bdevWxdSpU2EymbBo0SIMGjQIo0aNwo8//ohmzZohOTkZW7ZsgYeHB5YsWVLt28cqOr+TJ0/G+fPn0apVK2zfvt3hlXPvvvsufHx8MGHCBKxatQpPPfUUli5dCn9/f5w8eRKxsbHo37+/3XlnjKFnz57YtGkTBg0ahF69esHNzQ1NmjRxeGuyhQ8//BCbN2/Gxo0b0aJFC/Tq1Qs3b95EdHQ0srOzMX78eNkLlmVj1NqWXk5RSk0ey8vC61heHX799Vd89NFHaNy4Me6//37Ur18fubm5SExMxN69e8EYw/vvv4+goCCrTXXasmDBAll3ozDGMG7cOEyZMgXh4eHo378/XFxcsH//fpw+fRo9e/a0u5LayC+nUO11tTX1ExISwgh7tm3bpncIlaJHfGr5VFJXjpZUWzF2ah1bUzBCTmpibVb12vmioiJJ/idMYMzNjTGg6o+bW+nxUn2KOb6qYw8fPsxGjRrFmjZtymrXrs2cnZ2Zr68vi4iIYLNmzWK5ubnWYxMTExkANnToUDudv//+mz311FMsICCAOTs7M29vb/bQQw+xHTt2VOq/Y8eODAAzmUwsLS2twuOKi4vZV199xTp06MC8vLyYs7Mzq1evHrv//vvZm2++yU6fPl2tOC05GTp0KANQ6efDDz+02uTl5bFPP/2UhYWFMQ8PD+bi4sLq16/POnTowD788EN28eJFGx/Lly9nrVu3Zu7u7szDw4N17tyZbdiwgc2dO5cBYHPnzrU5PjIykgFg69evt8ZYXfr06cMAsG7dutntCwoKYgDYK6+8YrM9LS2NOTk5sdGjR1fpb9WqVaxfv37Mz8+Pubi4MA8PD9ayZUsWGRnJMjIyHNqUbc+cOXNYaGgoM5vNzNvbmw0dOpSlpqY6tMvOzmZvvvkma9myJatVqxYzm80sMDCQdevWjc2YMYNdu3bNemxFubQAgD3wwAM27bPENXPmzArba6GgoIABYIGBgTbbLf2r/PayfqrCctzp06fZoEGDWL169ZjZbGbBwcHs3Xfftfq2xG+hfD9xFJejfr9z507WpUsX5u7uztzd3VnHjh3Z5s2bK9WriuvXrzMPDw8GgA0cOLDK40+ePMmefvpp1rBhQ+bq6so8PDxYUFAQe+yxx9jSpUtt8sIYY1evXmWTJ09mzZo1Y2azmbm7u7Pg4GA2ZswYdv78eRvt//znPywoKIi5uLgwAKxhw4Y2+w8fPswGDRrEfH19mclkYr6+vmzIkCEsPj7eLs7XX3+dAWB//vmn3b6ioiJ2/PhxBoANHz7cun3w4MFVfp+kpKRYj//zzz9Z+/btmaenJ6tduzYLDw9nS5cuZWvWrGEA2JQpU2x8FhQUsFdffZUFBgYyk8nEALCOHTtaj/Hz87NrM2OM3bhxg02ZMoUFBwczV1dX5u7uzsLDw9miRYvs+qqjdpXl/vvvZyaTyeE+qeOmHFslx0HGGMMHkP3REzXH8l69enE5ljPGuB/Lq8OuXbvYlClT2IMPPsgCAwOZ2Wxmrq6urEGDBmzQoEEOv4uq05ay35Pr169nAFhkZGSFcQQGBtqMa5a6mTt3LgsNDWVubm7M29ub9e7dm+3bt89hW4uKihyOXRVRVFRU5bzcAoCDTMV1JoHxtIp4BxAaGsqUuOzzTsPyynde0SM+tXwqqStHS6qtGDsxx27fvh3du3cXHc+dDO91CdTM2jx27Bhat25d4f6SkhLRD++1MHMm8N57DIwJyM213+/uXnp77IcfApGR0n2KOV7MWy5rCnLOsVaoHWNUVBQmT56MdevWYcCAAYr7mzRpEmbOnIn169ejX79+imjLiVGqrVq1SXXpGN5rU4/41PKppC7vtVmdY4X/yn/WFnv/zvzdz3tdAlSbauhIsZcyZh4/frzSebkFQRAOMcbaiQpIBHz3cOKOwdHr3HlCj/jU8qmkrhwtqbZi7HjvV7xjhPxRbSpLZCSQkcEwaxbQvDlgNpcu1JnNpX/PmQNkZdku2hGEHqxduxbe3t52z70jCIKoidStVVdXe4Ig9IWecUdoQnp6OkJDQ/UOo0L0iE8tn0rqytGSaivGjvd+xTtGyB/Vpj1yr5R3c2N46SXg9ks5VfFJV/PLwwj5UzvGv/76SzN/SmnL0ZFqS7WpLbznT4/41PKppC7vtVmdY7P+LwsAXQ3rCN7rEqDaVENHir2Rx0y64o4gCIIgCIIgCIIgCIIgOIQW7ghNCA4O1juEStEjPrV8KqkrR0uqrRg73vsV7xghf1Sb9giCvOfcSLEXayM3xpqOEfKndTLpzUIAAB3kSURBVIxK+4uKigJjDP3791dMW46OVFuqTW3hPX96xKeWTyV1ea9N3vsV7xghf1SbyuvUtPksLdwRmlBQUKB3CJWiR3xq+VRSV46WVFsxdrz3K94xQv6oNgmCIAiCIAiCqMnQwh2hCWlpaXqHUCl6xKeWTyV15WhJtRVjx3u/4h0j5I9q0x56JsidjxHyp3WM9Iw7ZeyM0Ld4hvf80XO0lNfi5Rl3RMUYIX9Um8rr1LT5LC3cEQRBEARBEARBEARBEASH0MIdoQlBQUF6h1ApesSnlk8ldeVoSbUVY8d7v+IdI+SvptZmSUlJhfvomSB3PkbIn9GfcaeGNu/P0ZLjhyiF9/zRc7SU16Jn3PGPEfJHtam8jhbzWZ6ghTuCIAiC4AhBEFBYWKh3GARBEARBEARRYyksLORmsY8W7ghNSE1N1TuEStEjPrV8KqkrR0uqrRg73vsV7xghfzWxNs1mM65evVrhfnomyJ2PEfJHz7hTVoeecWcMeM8fPUdLeS16xh3/GCF/VJvK62gxn83OzobZbBbtRw1o4Y4gCIIgOCIgIACXLl1CRkYG8vPzK71tliAIgiAIgiAIZSgpKUF+fj4yMjJw6dIlBAQE6B0SAMBZ7wCImkHDhg31DqFS9IhPLZ9K6srRkmorxo73fsU7RshfTaxNT09PBAUFIT09HZcuXbL710HGmKzL9qXYi7URc7zc9tyJGCEnWseopj+ltOXoSLVVqzaN0Af1gPe86BGfWj6V1OW9NmnMlIcRckK1qbyOmvNZQRBgNpthNpvh6ekpNURFoYU7BwiC0BXAZADhAAIBPMcYW6JrUAbH1dVV7xAqRY/41PKppK4cLam2Yux471e8Y4T81dTa9PT0rHCikJaWJmtxUYq9WBsxx2/fvh3du3cXFc+djtxzrAVax6imP6W05ehItVWrNqkuHcN7beoRn1o+ldTlvTZpzJQH73UJUG2qoaPVfJYX6FZZx3gAOA5gAoA8nWO5I0hJSdE7hErRIz61fCqpK0dLqq0YO977Fe8YIX9Um8rrSLEXa2OEvsUzRsif1jGq6Y+H2tRizJTjhyiF9/zRmKm8Fs1n+ccI+aPaVF6nps1n6Yo7BzDGYgDEAIAgCEv0jYYgCIIgCIIgCIIgCIKoiXBxxZ0gCMMEQfhCEISdgiBcFwSBCYLwUxU2DQRB+E4QhAuCIOQLgpAqCMJsQRB8tIqbqD68PNSxIvSITy2fSurK0ZJqK8aO937FO0bIH9Wm8jpS7MXaGKFv8YwR8qd1jGr646E2tRgz5fghSuE9fzRmKq9F81n+MUL+qDaV16lp81lerrh7F0AbADcAnAPQvLKDBUEIBrAbgB+AtQASAbRH6a2t/QRB6MwYu6xqxIQoeHmoY0XoEZ9aPpXUlaMl1VaMHe/9ineMkD+qTeV1pNiLtTFC3+IZI+RP6xjV9MdDbWoxZsrxQ5TCe/5ozFRei+az/GOE/FFtKq9T0+azXFxxB+ANACEAvAC8Uo3jv0Lpot3rjLEhjLE3GWM9AcwCEArgk7IHC4Lw8e2r+Cr7dFe2SURZkpOT9Q6hUvSITy2fSurK0ZJqK8aO937FO0bIH9Wm8jpS7MXaGKFv8YwR8qd1jGr646E2tRgz5fghSuE9fzRmKq9F81n+MUL+qDaV16lp81kurrhjjG2z/H9Vr+e9fbVdHwCpAL4st/t9AC8BeEYQhEmMsZu3t88GUOmttwDOigiZIAiCIAiCIAiCIAiCIFSFi4U7kfS4/d+NjLGSsjsYYzmCIOxC6cJeBwBbbm/PApClaZSEDX5+fnqHUCl6xKeWTyV15WhJtRVjx3u/4h0j5I9qU3kdKfZibYzQt3jGCPnTOkY1/fFQm1qMmXL8EKXwnj8aM5XXovks/xghf1SbyuvUtPksL7fKiiH09n8rum7x1O3/hkh1IAiChyAIYYIghKE0R/fc/vseqZo1nbp16+odQqXoEZ9aPpXUlaMl1VaMHe/9ineMkD+qTeV1pNiLtTFC3+IZI+RP6xjV9MdDbWoxZsrxQ5TCe/5ozFRei+az/GOE/FFtKq9T0+azRrzirs7t/16rYL9lu7cMH+0AbCvz939vf74HMLr8wYIgvITSW3QBIF8QhOMyfN+p1EHF54wH9IhPLZ9K6srRkmorxk7Msb6gK2/Lw3tdAlSbauhIsRdrQ7UpD6pNbf3xUJtajJlijqe6dAzvtUljpvJaNJ/lH97rEqDaVEOHt/lsaNWHyIAxxtUHQHcADMBPFexfcHv/mAr2f3J7/1s6xX9Q7xzy+AGwQO8YeItPLZ9K6srRkmorxk7ksVSbCp7fOzlG3mtTro4Ue7E2VJt89JU7KUY1/fFQm1qMmWKOp7pUt6/cSfHxPmbK1aL5LP8f3utSrxh5r02az4r7GPFWWcuKZ50K9lu2X9UgFqL6rNM7gCrQIz61fCqpK0dLqq0YO977Fe8YIX9Um8rrSLEXa2OEvsUzRsif1jGq6Y+H2tRizJTjhyiF9/zRmKm8Fs1n+ccI+aPaVF6nRs1nhdurg9wgCEJ3lN6mupQx9rSD/WMAfIvS1c+XHez/E6Uvp3iIMbZF5XDtEAThIGOsndZ+CYKoHKpNguATqk2C4A+qS4LgE6pNguATtWvTiFfcWZ4910cQBJv4BUHwBNAZQC6AvVoHdpsFOvklCKJyqDYJgk+oNgmCP6guCYJPqDYJgk9UrU3DLdwxxlIAbAQQBGBcud3/BVAbwI+MsZsahwYAYIzRlylBcAjVJkHwCdUmQfAH1SVB8AnVJkHwidq1ycWtsoIgDAEw5Paf9QH0BfA3gJ23t2UxxiaXOT4YwG4AfgDWAkgA8CCAHgCSAXRijF3WJnqCIAiCIAiCIAiCIAiCUB5errgLAzDq9qfv7W1NymwbVvbg21fdtQOwBKULdpMABAOYA6CDkRftBEEYJwjCMUEQrt/+7BEE4RG94yKImowgCG8JgnDgdk1mCoKwThCEe/WOiyBqOoIgdBUE4XdBEM4LgsAEQRitd0wEUZMQBOFVQRD+EQThliAIhwRBiNA7JoKo6dDYSBB8Iuc3JRcLd4yxDxhjQiWfIAc2aYyx5xhjAYwxV8ZYI8bYRMZYtg5NUJJzAKYCuB+li5NbAawRBKG1rlERRM2mO4CvAHQC0BNAEYDNgiDcpWdQBEHAA8BxABMA5OkcC0HUKARBeAKl/2j+KYC2KL0bZoMgCPfoGhhBEDQ2EgSfdIfE35Rc3CpLVI4gCFcAvMUY+0bvWAiCAARB8AD+v707D5OrqtM4/n3ZRAMmYVcEwzDCOMKACiooEpBNH5cEMg8h4gM4EDQyIAMKKoyJOoOOIwQcjAiGiIBkWBRlRNCQKJtoFBQhIFsjoEaBBBIS1vzmj3PKVKpvVdfW3bc67+d57nPT95577rnL6er65Sw8BUyIiNJME262NpO0HDguIuYMd1nM1gaSbgN+GxHHVG27D7giIj41fCUzswp/NpqVVyvfKUvR4m44SZok6auSbsxNFkPSxQMc8xpJsyX9UdJzkvokzZQ0tstlW1fSZNL/mtzSzbzNyqzM9TLbmPT7s9db+Jq1pAfqppllg1lfJW0AvJk0YVy160ktCcysDn+WmpXTMNTNpr9TrtfkNYxkpwG7AMtJ3VT/oVHigokx7gHeQmqKfJCkt3c6xp6knYFbgQ1zuSZGxJ2d5GnWY0pXL2ucDdxBqqdma5Oy100zW20w6+tmwLrA4ppsFgP7desCzEYof5aaldNQ182mv1Ou9S3ugBOBHYBXAh9tIv3XSA/m+IiYEBGnRsS+wFnAjsB/VCeW9IUcqW20jK85x72kCTveCswCvtXsoIVmI0QZ62Xl2DOBdwCHRMRL7V+iWU8qbd00s34Gtb6aWdtcN83KacjqZqvfKT3GXZX8ZWA+cElEHF6wf3vgfqAP2D4iVlXt2xj4EyBgi4h4Jm/fjPS/ko38ISJWNCjXT4CHI+JfWrogsxGgTPVS0lnAZGCfiLin3WsyGwnKVDfzsR7Hx6yObtfX3FV2BXBYRFxelfZcYKeI2HsQL8dsxBiMz9Ka4/3ZaNaGwayb7XyndFfZ1uyT19dXPxiAiFgm6WbgAOBtwLy8/XHg8Q7Puw7wsg7zMBuphqReSjobOBQH7cyaNVyfmWbWupbqa0Q8L+lXwP7A5VXJ9weuHIoCm60lWv4sNbMh0VbdbPc7pbvKtmbHvP59nf335fUO7Z5A0hcl7SVpnKSdJZ1Bmjb4knbzNBvhhqJengscBUwBlkjaKi8btZun2VpgKOrmRpJ2lbQr6W+abfPP27abp9laqp36eiZwpKSjJb0+fxl5NfD1QSqj2dqo5brpz0azIdFO3Wz7O6UDd60ZnddP1dlf2T6mg3NsBVxMGuduHrA78O6IuLaDPM1GsqGol9NIs/7MIzV7riwnd5Cn2Ug3FHVzN+D2vLwcmJH//bkO8jRbG7VcXyNiLvBx0mDed5DG6nlPRDw8WIU0Wwu181nqz0azwddO3Wz7O6W7ypZMRBw53GUwszVFhIa7DGbWX0QsII0fYmbDICK+Rhqc28xKwp+NZuXUyXdKt7hrTSVqOrrO/sr2pUNQFjNLXC/Nysl106x3uL6alZPrplk5DWnddOCuNffmdb3xeF6X1/X6OZtZ97lempWT66ZZ73B9NSsn102zchrSuunAXWvm5/UBkta4d3nK37cDK4CfD3XBzNZirpdm5eS6adY7XF/Nysl106ychrRuOnDXgoh4ALgeGAd8rGb3DGAU8O2IeGaIi2a21nK9NCsn102z3uH6alZOrptm5TTUdVMR0Y18epakCcCE/ONWwIHAg8CNedvjEXFyVfrtgVuALYCrgUXAW4F9SM0g94yIJ4am9GYjk+ulWTm5bpr1DtdXs3Jy3TQrpzLXTQfupOnAZxskeTgixtUcsw1pOu2DgE1JU/h+F5gREUsGp6Rmaw/XS7Nyct006x2ur2bl5LppVk5lrptrfeDOzMzMzMzMzMysjDzGnZmZmZmZmZmZWQk5cGdmZmZmZmZmZlZCDtyZmZmZmZmZmZmVkAN3ZmZmZmZmZmZmJeTAnZmZmZmZmZmZWQk5cGdmZmZmZmZmZlZCDtyZmZmZmZmZmZmVkAN3ZmZmZmZmZmZmJeTAnZmZmQEgaZykkDSnxeMWSIpBKtaQa/c+WH3DfU8lzcnnryynDkc5bPBImlTzjBcMd5nMzMy6wYE7MzOzHifpM1VfVncchPwrQY9x3c57uAzXF/uqAFZfF/KanvMa33nJhscwvFtnAzOAm+qUo96yoCptW89Q0m6SLpT0oKSVkp6WdKekL0vaus4x4wvK8rykRyVdLmmP1m9Bv3OsL2mJpB/UXF/tslLSfZLOlbRNF87b7Wd/N+nZzuhSfmZmZqWw3nAXwMzMzNonScDRQAACjgFObjO7x4DXA091p3Q9y/eh+8pyT2dGRF+D/VcDdxRsb3RMQ7mOfhH4JPAi8GPgcmADYE9SfZ0m6YiIuKJONg8Dc/K/RwFvAyYBB0uaFBHfbbd8wD7AGOCqmu1PATOrft4U2BuYBkyS9KaIeKyD83ZVRNwNTAeQ9NnhLY2ZmVn3OHBnZmbW2w4AxpG+1B8EHCHp0xHxfKsZRcQLwD1dLV0P8n3ovh66p9+LiDldzvN0UtCuD3hvRNxVvVPSIcDFwGWS9o+I+QV59EXE9JrjZgD/DnwF6CRwNxF4CfhBzfaltefM5/0+8D7SfxL0229mZmbd5a6yZmZmve2YvD4fuATYjPRFvJ/qrpWSpki6TdLySpe/onHI8th1R+QfH6rqNtdXkP96kj6du9M9J+kRSV+StEFB2shj420pabakxZKekXSLpL1ymlG5G+HDOb+7JP1zvRsh6TBJ8yUtlfSspEWSTpP0sqo0R2r1eHx713QFnF7vPlQd/wpJp0haKGlZvn+LJJ0jact6ZRtIVZfI6ZJ2lfR/+TpWSPqppD1r0vcBlVZF86uvo6C8n5J0R76/yyXdKumwTsuQj9lY0umSfqfU9XOZpAckzZX05qp0Lb9buZyr6nWllHRSTt9uC9NBl8t+OvAC8P7aoB1ARFwJnAisC8yS1Ozf5+fm9XaSNs/n20DS8ZJ+rdT9dYWkPklXS9qvoHwCPgDcGBGPN3neH+f15lX5nJGfxRFFB0h6c95/Tf65qd8rkjbJeS9S6qr7lKR5kg5osqxmZmY9zy3uzMzMelQOFL0f+H1E3CLpaeAkYCowt8GhJwH7k1rYzAdGN0g7A5gA7EIaH2xp3r60IO2lwF7AtcDTwHtILY22AI4qSD8GuBlYBnwH2ASYDFynNHbXeXnbNcD6wGHAXEmPRMTPqzOSNDuf41Hgyly+twGfB96l1JLpRVI3yBmkoFd190OABQ3uA5LGku7XLsC9wGzgeWD7fO6rgMWN8mjCbqR7ditwAbAtcAgwT9KuEXFvTjeT9Fz2Br5FQVdOSWOAG4A3Ar/O5V0HOBC4VNIbIuK0dsuQgz4/InX3rKR9EXgNqfvljcCvGlzrQO/WLNIzPAb4TMHxU4HnWPMZls1RpL+3/zci7myQ7gJS67kdSc+0qNVdLVX9uxKwnUOqJ78DLgJWAq8G3kFqkfuTmjz2AF5F6srbrEoAcGHVtvNI78xU0vtY69i8/npeD/h7RdJrSXVyHOld+hGpm/B7gR9JOjYizm+h3GZmZr0pIrx48eLFixcvPbgAp5K+sH+qattCYBXw9wXpp+f0zwBvLNg/Lu+fU7N9Tt4+rk45FuT9vwI2qdo+Crif1A1vq5pjIi9fB9ap2v6hvP1JUmBxw6p9e+V9363J68i8/Srg5XWu+YSC8y+ocz317sOlefus6jLnfRsBo5t4ZpW8+2q2j6+6J0fW7Ds2b/9anWsbX+dclef2yZrtG5KCIKuAXdstA7Bz0fPI+9YBxnbybuVyPg78CVivzv26pMm6MtA7XNn/vXxfa5cxAz3DOvnOy2mPaSLtJTntaQXX2e9dBT6X9z2Qfx6dn+lCYN2C9JsWbPtyzmObgutbWnMPzgZuJwVnLyx4Jtfk43aq2b4xKTj/h+pyNfFMFuTrmVyzfQwpAL8S2LLOsXXrtxcvXrx48dJri7vKmpmZ9aDc2ulo0hfbi6p2zWH1JBX1fCMibh+EYp0SEU9WfoiIZ0jBiHVIrbhqrQA+ERGrqrZdSgoMjCUF256tyu9GUsuyXWvyOSEf8+GIWFmz7/PAE8AH27mgCklbAIeSgkgn15SZiFgeEd2YeOHm6D/G2mzS9b2l2UwkbQocDiyMiP+q3pfv6Smk92RKF8pQe8+JiFURsaTZ8hbJ5bwQ2IrUnbNapQXXeZ2co8AHSK0xa5cxbeb3qrx+pIm0lTSvLtg3Lndhnq7UffxnpC64q1g9GU1lgprn8vY1RMQTBflOJL0jReUbzZr34HhS3fslMDdSC9Zqs/L62JrtU0iB7Qsi4qWC8/QjaRdSy8MrI+KymutYmsuzIaklqJmZ2YjmrrJmZma9aV9SF83rYs2ZHS8lDVZ/pKTTIk0KUOsXg1SmhQXbKgGBsQX7fh8Ry6o3RMRLkhYDoyLiwYJjHgPeWvlB0itI3e0eBz6e4pn9PEea0bQTu5MCkD/LAcnB0u8eRsQL+Z4U3cN6dieNmfa3sftqrJ/XRfel2TLcTWr5dFju1ng1cBMpENTy5Ch1zCJ17T6W1AUaSZVxHBdFxM+6dJ6KowqClmXwWlaPafgi8FdSC9OvRMQtABHxtKQfkCaOuEPSlaQuprdFxIraDCXtTPodUtQNGeDhiBhXlX40qdv1TOCHkj4SEd+oSn8t8BDwIUmnVJ1zai7zBS1c7x55PbrO+1sZX6/Tem1mZlZ6DtyZmZn1pql5Pad6Y0Q8mb+8H0JqPXRFwbF/HowC5ZYwtSqtctYt2FevhdqLA+yr/vtlLKmV0easDmwMhkqLq8capupc0T2EdN1F97CeTfN697zUs1G7ZchB1n1JY7NNAr6Udy2T9C1SF+7lLZS5n4h4UNJ1wIGSto+IB0iTGryM7re2Gwx/JgWXtmkibSXNHwv2/TQixjeRx6Gk1pRTSOPIATwr6QpSS9HqMRgPzuumZqTNLUoXSJoE3Ad8SdK3K61cI2KVpPNI4+UdClyYJyh5E2m23qLrqqfy/u6fl3qK3l8zM7MRxV1lzczMekyeQXJC/vE7WnNm1GB197GpxTn8bSD7kaAS4Ls9ItRo6fA8lWDW1h3mM1Qq9+WsAe7LPp2cJCKWRMSJEbEN8DpS9+17gONY3XWyU7NYs/v3VOBZ1uwiXlY35XW/GV2rSVqXNJ4dpAlb2hIRKyNiekTsQJpU5PBchsPpH8SfCNwTEYtaPMf9pDEoxwA71OyeTWrhWuku226X5sr7e8IA72/RpDdmZmYjilvcmZmZ9Z4jgA1Ik0HcUSfN+4H9JG0XEQ91eL7KuFSttPgaEhGxXNJdwBskbVI9xt4AVtHa9fwiH/NOSaMGubtssxo9l0p59xqqwuSAzv2SLgX+Qv9x6Yo0825dQ5rY4ChJN5CCRRd1OobeEJkDfBqYmGfxvatOug+Txra7F/hpN06cx627RNJ3cr7vkLRpRDwhaTtSF/MzWs1X0nqkCSegphFARPw1t+77oKS3k2a4fQi4viCrRs++Mmv0XsA5rZbRzMxsJHGLOzMzs95TaXk0LSKOLlpILVwqE1h0qjKo/bZdyGswnEkKZM6W1G8SAUljJb2pZvMTNNd9EUgBCeAy0mQD/y1pjb+hJG2UxwAbSnWfS0T8hTQxyG6STs8tutYgafscwGmLpO0k/V3BrrGkrqz9Jq0oMOC7lScC+QawBalFF6TZiEsvj9P4n6QxBb8v6R9r00iaQJqx9SXgo7UTnzRL0uZ53Lpao0hdSl8EKmMPTszrprrJ1jiOdD1PAL8r2F9paTk3n/f8OtfU6P1dSBqf72BJHy4qhKSd86QxZmZmI5pb3JmZmfUQSeNJLY7ujIhGk0x8kzTo/FGSPlswA2Qr5gGfAM7PA94vA5ZGxP90kGfXRMTsPJbWNOCBPCbaH4BNgO2Ad5JmJ/1I1WHzgMl5PMBfAy+QJp5oNNnBccBOOZ/x+TzP53McSGrluKCLlzaQ+aRWdWdI2glYAhARX6gq7+uAz5EmDLgJWExq2fV60th3lRZR7dgFuErSL4FFpLHZNie1tFuf1WPeNdLsu3UBaSy9rUnv/q1tlrmbNpM0p86+FRExLf97Oil49m/Ab/J7cxfpHu1JmmxlJXBYRMzvoDxbA7dLuhP4LWlimFcC7yXNzHtO1WQwBwOPUjyhTMWYmokhXkkar25v0ns3rWjym4i4WdJvSO/HC6wOttYa6NlPAW4AvinpeOA2Upf11wD/RKqLe5Bad5qZmY1YDtyZmZn1lkpru4YzNEZEn6SfkAZ2fx/ttayp5HWdpJPyuT9Oat32MFCKwB1ARHxM0rWkoNp+pPG3niQF8L4MXFxzyAmksf7eBbyH1AthBlA3cBcRSyTtSboHh5LGWnuJFCCZTZpldchExCJJRwAnk4KWG+ZdX8j7n5a0dy7nFNLYhxuSgnf3AScCP+6gCAtJExHsDRxEamn3V1IX7nMi4tomrqGpdysiFkv6IWlsx7JMSjGK1G29yFOkZ1JpMXiSpLnAx0iB5HeR3p0+0izQMyPi0Q7L00eaoGU8sA+wGakO3AucSmoxiqQtSQGvcyOi0XiXo1lzwpcXSO/OZcCZEfHLBsdeSJp99uqaCTH+ZqBnHxGP5oD8v5Le3Q+SutX+mVTXvgrc2aAMZmZmI4Iaf16bmZmZmQ2v3DX5fmBL4FUR8XSLx88hBdm2i4i+rhewh0iaSgp+7tthC79G55hDut/7RcS8wTjHAOcPmp+J18zMrNQ8xp2ZmZmZld0kUpfki1oN2tV4KM++fGqXytWLJpLGl2vULbxtkrYBJpO6T98wGOeoc95JVTNrm5mZjRjuKmtmZmZmpZQDbJuQuvs+QxuzoGbfI3Ulrbips5L1roh492DkK2kKafzNyaTJSU4foCtut91N6u5e0TeE5zYzMxs07iprZmZmZqWUW0+9QArKfCIiOhmTzwaRpAWk8fseAc6KiJnDWyIzM7ORwYE7MzMzMzMzMzOzEvIYd2ZmZmZmZmZmZiXkwJ2ZmZmZmZmZmVkJOXBnZmZmZmZmZmZWQg7cmZmZmZmZmZmZlZADd2ZmZmZmZmZmZiXkwJ2ZmZmZmZmZmVkJ/T//x/s32WO95AAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 1488.24x907.2 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "%matplotlib inline\n",
    "\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "font = { 'size'   : 20}\n",
    "plt.rc('font', **font)\n",
    "\n",
    "markersize = 16\n",
    "colors = ['b','g','r','y','m','c']\n",
    "styles = ['o','s','v','^','D',\">\",\"<\",\"*\",\"h\",\"H\",\"+\",\"1\",\"2\",\"3\",\"4\",\"8\",\"p\",\"d\",\"|\",\"_\",\".\",\",\"]\n",
    "\n",
    "fig = plt.figure(1,figsize=(20.67,12.6))\n",
    "plt.clf()\n",
    "ax = fig.gca()\n",
    "ax.set_xscale('log')\n",
    "ax.set_yscale('log')\n",
    "ax.set_xlabel('Arithmetic Intensity [FLOPs/Byte]')\n",
    "ax.set_ylabel('Performance [GFLOP/sec]')\n",
    "ax.grid()\n",
    "ax.grid(which='minor', linestyle=':', linewidth=0.5, color='black')\n",
    "\n",
    "nx = 10000\n",
    "xmin = -3\n",
    "xmax = 2\n",
    "ymin = 0.1\n",
    "ymax = 10000\n",
    "\n",
    "ax.set_xlim(10**xmin, 10**xmax)\n",
    "ax.set_ylim(ymin, ymax)\n",
    "\n",
    "ixx = int(nx*0.02)\n",
    "xlim = ax.get_xlim()\n",
    "ylim = ax.get_ylim()\n",
    "\n",
    "scomp_x_elbow = [] \n",
    "scomp_ix_elbow = [] \n",
    "smem_x_elbow = [] \n",
    "smem_ix_elbow = [] \n",
    "\n",
    "x = np.logspace(xmin,xmax,nx)\n",
    "for roof in scomproofs:\n",
    "    for ix in range(1,nx):\n",
    "        if smemroofs[0] * x[ix] >= roof and smemroofs[0] * x[ix-1] < roof:\n",
    "            scomp_x_elbow.append(x[ix-1])\n",
    "            scomp_ix_elbow.append(ix-1)\n",
    "            break\n",
    "\n",
    "\n",
    "for roof in smemroofs:\n",
    "    for ix in range(1,nx):\n",
    "        if (scomproofs[0] <= roof * x[ix] and scomproofs[0] > roof * x[ix-1]):\n",
    "            smem_x_elbow.append(x[ix-1])\n",
    "            smem_ix_elbow.append(ix-1)\n",
    "            break        \n",
    "\n",
    "for i in range(0,len(scomproofs)):\n",
    "    y = np.ones(len(x)) * scomproofs[i]  \n",
    "    ax.plot(x[scomp_ix_elbow[i]:],y[scomp_ix_elbow[i]:],c='k',ls='-',lw='2')\n",
    "\n",
    "for i in range(0,len(smemroofs)):\n",
    "    y = x * smemroofs[i]  \n",
    "    ax.plot(x[:smem_ix_elbow[i]+1],y[:smem_ix_elbow[i]+1],c='k',ls='-',lw='2')\n",
    "\n",
    "\n",
    "marker_handles = list()\n",
    "for i in range(0,len(AI)):\n",
    "  ax.plot(float(AI[i]),float(FLOPS[i]),c=colors[i],marker=styles[i],linestyle='None',ms=markersize,label=labels[i])\n",
    "  marker_handles.append(ax.plot([],[],c=colors[i],marker=styles[i],linestyle='None',ms=markersize,label=labels[i])[0]) \n",
    "\n",
    "for roof in scomproofs:\n",
    "    ax.text(x[-ixx],roof,\n",
    "            scomp_roof_name[scomproofs.index(roof)] + ': ' + '{0:.1f}'.format(float(roof)) + ' GFLOP/s',\n",
    "            horizontalalignment='right',\n",
    "            verticalalignment='bottom')\n",
    "\n",
    "for roof in smemroofs:\n",
    "    ang = np.arctan(np.log10(xlim[1]/xlim[0]) / np.log10(ylim[1]/ylim[0]) \n",
    "                                 * fig.get_size_inches()[1]/fig.get_size_inches()[0] )\n",
    "    ax.text(x[ixx],x[ixx]*roof*(1+0.25*np.sin(ang)**2),\n",
    "            smem_roof_name[smemroofs.index(roof)] + ': ' + '{0:.1f}'.format(float(roof)) + ' GiB/s',\n",
    "            horizontalalignment='left',\n",
    "            verticalalignment='bottom',\n",
    "            rotation=180/np.pi*ang)\n",
    "\n",
    "\n",
    "leg1 = plt.legend(handles = marker_handles,loc=4, ncol=2)\n",
    "ax.add_artist(leg1)\n",
    "\n",
    "plt.savefig('roofline.png')\n",
    "plt.savefig('roofline.eps')\n",
    "plt.savefig('roofline.pdf')\n",
    "plt.savefig('roofline.svg')\n",
    "\n",
    "plt.show()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.2"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
